{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Variational Logistic Regression\n",
    "\n",
    "\n",
    "Let $\\mathcal{D} = \\{({\\bf x}_n, t_n) | {\\bf x}_n \\in \\mathbb{R}^M, t_n \\in \\{0, 1\\}\\}_{n=1}^N$ be a database. We want to model the target variable $t$ conditioned on ${\\bf x}$ as $t|{\\bf x} \\sim \\text{Blli}\\left(\\sigma({\\bf w}^T{\\bf \\phi({\\bf x})})\\right)$.\n",
    "\n",
    "\n",
    "In the variational framework, we seek to maximize a lower bound on the marginal likelihood given by\n",
    "\n",
    "$$\n",
    "    p({\\bf t}) = \\int \\left[\\prod_{n=1}^N p(t_n | {\\bf w})\\right] p({\\bf w}) d{\\bf w}\n",
    "$$\n",
    "\n",
    "This notebook explains why and provides additional information in regards to the implementation of the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy.linalg import inv, det\n",
    "from numpy.random import seed, random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "plt.rcParams[\"figure.figsize\"] = (8, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A lower bound on the joint distribution $p({\\bf t}, {\\bf w})$ is given by\n",
    "$$\n",
    "    p({\\bf t}, {\\bf w}) = p({\\bf t}, {\\bf w})p({\\bf w}) \\geq h({\\bf w}, \\boldsymbol{\\varepsilon})\n",
    "$$\n",
    "\n",
    "Where the lower bound $h$ is given by\n",
    "\n",
    "$$\n",
    "    h({\\bf w}, \\boldsymbol{\\varepsilon}) = \\prod_{n=1}^N \\sigma(\\varepsilon_n)\\exp\\left({\\bf w}^T{\\boldsymbol \\phi}_nt_n - ({\\bf w}^T{\\boldsymbol \\phi}_n + \\varepsilon_n) / 2 - \\lambda(\\varepsilon_n)\\left([{\\bf w}^T{\\boldsymbol \\phi}_n]^2 - \\varepsilon^2\\right)\\right)\n",
    "$$\n",
    "\n",
    "and\n",
    "$$\n",
    "    \\lambda(\\varepsilon) = \\frac{1}{2\\varepsilon}\\left[\\sigma(\\varepsilon) - \\frac{1}{2}\\right].\n",
    "$$\n",
    "\n",
    "Normalizing the joint distribution $p({\\bf t}, {\\bf w})$ would allow us to find the **true** posterior distribution $p({\\bf w} | {\\bf t})$. This, however, is intractable. In order to approximate the true posterior $p({\\bf w} | {\\bf t})$ **we normalize lower bound** $h$ and find a variational approximation $q({\\bf w})$ given by\n",
    "\n",
    "$$\n",
    "\\color{crimson}{\n",
    "    q({\\bf w}) = \\mathcal{N}({\\bf w} | {\\bf m}_N, {\\bf S}_N)\n",
    "}\n",
    "$$\n",
    "\n",
    "With\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    {\\bf S}_N^{-1} &= {\\bf S}_0 + 2 \\sum_{n=1}^N \\lambda(\\varepsilon_n){\\boldsymbol \\phi}_n{\\boldsymbol \\phi}_n^T \\\\\n",
    "    {\\bf m}_N &= {\\bf S}_N\\left({\\bf S}_0 {\\bf m}_0 + \\sum_{n=1}^N {\\boldsymbol \\phi}_n \\left(t_n - \\frac{1}{2}\\right)\\right)\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "> The additional flexibility provided by the variational parameters $\\{\\varepsilon_n\\}_{n=1}^N$ leads an improved accuracy [over the Laplacian method] in the approximation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimizing the variational parameters $\\{\\varepsilon_n\\}_{n=1}^N$\n",
    "In order to find the **best** variational lower-bound approximation $\\color{crimson}{q({\\bf w})}$ possible, we must determine the set $\\{\\varepsilon_n\\}_n$ such that **maximize the lower bound on the marginal likelihood** $p({\\bf t})$. Due to the monotonically increasing property of the $\\log$ function, we note that the following inequality holds:\n",
    "\n",
    "$$\n",
    "    \\log p({\\bf t}, {\\bf w}) \\geq \\log h({\\bf w}, \\boldsymbol{\\varepsilon})\n",
    "$$\n",
    "\n",
    "It follows that \n",
    "\n",
    "$$\n",
    "    \\log p({\\bf t}) \\geq \\log \\int h({\\bf w}, \\boldsymbol{\\varepsilon}) p({\\bf w}) d{\\bf w} = \\mathcal{L}(\\varepsilon)\n",
    "$$\n",
    "\n",
    "Thefore, we seek to maximize the lower bound on the log-model-evidence $\\mathcal{L}(\\varepsilon)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The EM Way\n",
    "\n",
    "\n",
    "1. Choose initial values for ${\\boldsymbol \\varepsilon}^{(old)}$\n",
    "2. **E-Step**: Evaluate the variational posterior $q({\\bf w} | t, {\\boldsymbol \\varepsilon}^{(old)})$ (of \"latent\" variables\")\n",
    "3. **M-Step**: Obtain ${\\boldsymbol \\varepsilon}^{(new)}$ by updating\n",
    "$$\n",
    "    {\\boldsymbol \\varepsilon}^{(new)} = \\arg\\max_{{\\boldsymbol \\varepsilon}} \\mathcal{Q}({\\boldsymbol \\varepsilon}, {\\boldsymbol \\varepsilon}^{(old)}) = \\left({\\boldsymbol \\phi}_n^T ({\\bf S}_n + {\\bf m}_N{\\bf m}_N^T) {\\boldsymbol \\phi}_n\\right)^{1/2}\n",
    "$$\n",
    "\n",
    "4. Check for convergence by evaluating the lower-bound $\\mathcal{L}({\\boldsymbol \\varepsilon}_n)$ given by\n",
    "\n",
    "$$\n",
    "    \\mathcal{L}({\\boldsymbol \\varepsilon}_n) = \\frac{1}{2}\\log\\frac{\\vert{\\bf S}_N\\vert}{\\vert{\\bf S}_0\\vert} + \\frac{1}{2}{\\bf m}_N^T {\\bf S}^{-1}_N{\\bf m}_N - \\frac{1}{2}{\\bf m}_0^T {\\bf S}^{-1}_0{\\bf m}_0 + \\sum_{n=1}^N\\left(\\log\\sigma(\\varepsilon_n) - \\varepsilon_n / 2 + \\lambda(\\varepsilon_n)\\varepsilon_n^2 \\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sigmoid(x):\n",
    "    return 1 / (1 + np.exp(-x))\n",
    "\n",
    "def lambdaf(eps):\n",
    "    return (sigmoid(eps) - 1/2) / (2 * eps)\n",
    "\n",
    "def df(f, x, eps=1e-6):\n",
    "    return (f(x + eps) - f(x - eps)) / (2 * eps)\n",
    "\n",
    "def plot_surface(X, f, step=0.05, include_bias=True):\n",
    "    step = 0.05\n",
    "    xmin, xmax = X[:, 0].min(), X[:, 0].max()\n",
    "    ymin, ymax = X[:, 1].min(), X[:, 1].max()\n",
    "    D = np.mgrid[xmin:xmax:step, ymin:ymax:step]\n",
    "    D = np.concatenate((np.ones((1, D.shape[1], D.shape[2])), D), axis=0)\n",
    "    Z = np.apply_along_axis(f, 0, D)\n",
    "    \n",
    "    plt.contourf(*D[1:], Z)\n",
    "    plt.xlim(xmin, xmax)\n",
    "    plt.ylim(ymin, ymax)\n",
    "\n",
    "def lower_bound(mN, m0, SN, S0, epsilon):\n",
    "    E1 = np.log(det(SN) / det(S0)) / 2 + mN.T @ inv(SN) @ mN / 2 - m0.T @ inv(S0) @ m0 / 2\n",
    "    E2 = (np.log(sigmoid(epsilon)) - epsilon / 2 + lambdaf(epsilon) * epsilon ** 2).sum()\n",
    "    return (E1 + E2).item()\n",
    "\n",
    "def kappa(sigma):\n",
    "    return 1 / np.sqrt(1 + np.pi * sigma / 8)\n",
    "\n",
    "def predictive_density(X, w, S):\n",
    "    # Wmap @ Phi\n",
    "    mu_a = np.einsum(\"imn,ij->mn\", D, mN)\n",
    "    # Phi.T @ SN @ Phi eske\n",
    "    sigma_a = np.einsum(\"jmnk,jk,kmnj->mn\", D[..., None], SN, D[..., None])\n",
    "    p = sigmoid(kappa(sigma_a) * mu_a)\n",
    "    return p"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 492
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import multivariate_normal\n",
    "\n",
    "sigma1 = 0.2\n",
    "sigma2 = 0.1\n",
    "S1 = np.identity(2) * sigma1\n",
    "S2 = np.identity(2) * sigma2\n",
    "\n",
    "N1 = multivariate_normal(mean=[-1.5, 0.5], cov=S1)\n",
    "N2 = multivariate_normal(mean=[1, 0], cov=S2)\n",
    "\n",
    "nsamples = 30\n",
    "X1 = N1.rvs(size=nsamples, random_state=314)\n",
    "X2 = N2.rvs(size=nsamples, random_state=3141)\n",
    "\n",
    "X = np.r_[X1, X2]\n",
    "y = np.r_[np.ones(nsamples), np.zeros(nsamples)]\n",
    "colors = [\"tab:blue\" if yi == 1 else \"tab:gray\" for yi in y]\n",
    "plt.scatter(*X.T, c=colors)\n",
    "\n",
    "Phi = np.c_[np.ones_like(y), X]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluating $q({\\bf w})$\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    {\\bf S}_N^{-1} &= {\\bf S}_0 + 2 \\sum_{n=1}^N \\lambda(\\varepsilon_n){\\boldsymbol \\phi}_n{\\boldsymbol \\phi}_n^T \\\\\n",
    "    {\\bf m}_N &= {\\bf S}_N\\left({\\bf S}_0 {\\bf m}_0 + \\sum_{n=1}^N {\\boldsymbol \\phi}_n \\left(t_n - \\frac{1}{2}\\right)\\right)\n",
    "\\end{aligned}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed(314)\n",
    "epsilon = random(Phi.shape[0])\n",
    "\n",
    "sigma = 0.5\n",
    "S0 = np.identity(Phi.shape[-1]) * sigma\n",
    "m0 = np.zeros(Phi.shape[-1]).reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "SN = inv(inv(S0) + 2 * (lambdaf(epsilon)[:, np.newaxis] * Phi).T @ Phi)\n",
    "mN = SN @ (inv(S0) @ m0 + (Phi.T * (y - 1/2)[None, :]).sum(axis=1, keepdims=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "q = multivariate_normal(mean=mN.ravel(), cov=SN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "step = 0.01\n",
    "xmin, xmax = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
    "ymin, ymax = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
    "D = np.mgrid[xmin:xmax:step, ymin:ymax:step]\n",
    "D = np.concatenate((np.ones((1, D.shape[1], D.shape[2])), D), axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = predictive_density(D, mN, SN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAHwCAYAAABdSscDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydZ3hU5daG7z0thVRCCyUBAiQBQklAERDpliMgNZ+KBxFEESyHegQVhKOCgIA0ESwIoigqAlKFINJLaNJbaFJCCOnJtP39iDPJnhAIEGbPJO99XVz67uzJrMm0/bxrrWdJsiwjEAgEAoFAIBAIBAKB4P7QqB2AQCAQCAQCgUAgEAgEJQEhsAUCgUAgEAgEAoFAICgGhMAWCAQCgUAgEAgEAoGgGBACWyAQCAQCgUAgEAgEgmJACGyBQCAQCAQCgUAgEAiKASGwBQKBQCAQCAQCgUAgKAaEwBYIBAKBQCAQCAQCgaAYEAJbIBAIBAKBQCAQCASCYkAIbIFAIBAIBAKBQCAQCIoBIbAFAoFAIBAIBAKBQCAoBoTAFggEAoFAIBAIBAKBoBgQAlsgEAgEAoFAIBAIBIJiQKd2AO6GJElnAT8gQeVQBAKBQCAQCAQCgUBQ/FQHUmVZrnG3NxQC++7x8/LyKhsZGVlW7UAEguLCKmeSYzoDyABIkgee+jrqBiWwY5FzuGlMsK+1koEAw11/3rs9ZtnEleyL9rVO0lHJs5qKEd0f13JukGrKsK8reATip/dRMaL7R5ZtnyGSKvefYzFz8uZ1+1qn0RIRWF6VWG7FtYwMrmWk29flvL2p5OPr1BjS0tK4du0aGRkZmM1mALy9vSlXrhyBgYFotdrb3l7t59jGqcvXMZmtAGi1EtXKBeBl0KsaU1G5diONG6lZAEgSlAsoQ5B/GZWjEjwIZFnm1KlTZGRkEBwcjNFoJCUlBaPRCIC/vz+VK1fGy8vLfpvU1FS0Wi3e3t7291lOTg5WqxWDwXDH96igeDh69ChZWVn3dFshsO+ehMjIyLJ79+5VOw6BoNiwWDP462JdwGo/Vq/KenRasY/kCuRYUvn+zBP2tU7y5LmwDapf4DqbZON1Pjg6yL721wfxbt3ZKkZ0f0w8+jWbE+Pt62HhL9CmYlMVI8q9GLT9kyTJ/q8wcnJy0Gq16HSucTmx6twxXvtjmX3dolIo33Z8VsWIlLy47Cc2n0+wrz9q15HYelFOu/9Nmzbx6quvkpqaCkC1atW4ePEiWVlZpKSkMHr0aAYMGGB//l2V+NOX6PvpD/a1p17Hxv+9QhlPg4pRFY2sbBNPv/k56Zk59mNjXnmCp1rWVTEqwYPAarWi0Wj44osvePnllxkwYAAjR47kxx9/ZOnSpcTFxZGamookSbz11luMGTOGw4cPExUVRZs2bfjll1/w8/NT+2GUWmJiYoiPj0+4l9u6xjeiQCBQFa2mDF76umSZ/rIfy8jZg793RxWjEtgwaHzRSgYscu6Ot1nOxmRNx6B1buZLbbSSctfeKptViqR4yLLkKNZeOk+VIsnjToI6v/hOS0tj9OjRhISEMHz4cCdGWTgn8mWvAeq4UPbaKsvsu3JZcSwmuLLT7j87O5tRo0Zx8uRJmjZtysCBA6latSoZGRl89913/PDDD7z66qsEBgbSs2dPZez/CIXr16+TlZVFpUqV0OvVyxaviT+uWLeqX9MtxDXA6q1HFOI60NeL9g+LirGSiEaTa3XVr18/vv/+e8aNG0enTp3o3bs39evXJzo6muXLlxMfH8/777/PihUr7BnTZs2a4efnh8ViERlrN0QIbIFAAIC3RxMhsF0USZLw1pUnzXTJfizDnFjqBbZFtqgUSfGQZclWrL20HipFksupU6cYOXIkdevWJTg4mMqVKxMcHEzFihUJCgrC19dXIcDT0tKYNWsWgYGBCoGtZvbzpKPA9i+nShy34uSNJNKMecLK38OTmoHOqxLatGkTO3bsoGnTpvz444+EhIQAuc9XZGQkAEuXLmX48OE0btyYWrVq2W9rKwsfMWIEGzZsYMWKFTRo0MBpsefHZLGwbt8JxbF/xUSoEsvdIssyP67frzjWpU0UBr24HC+p2Dan+vbty4YNG/jmm29o3LgxjRo1Ijw83P5+/P3334mPj0eSJHx9fenfvz8AWq0Ws9nsMlVCgqIhni2BQABAGY+mJKV/bV9nGPeoF4ygAF7acgqBnWW+TqBHTRUjcj4aSfmV5f4CW5nB9taqm8Hev38/v/zyC2vWrCE7OxuDwYCPjw8+Pj4EBAQQFBREhQoVqFixIjVq1ODq1asAhIeHA7kZUk9PT1VLiwtksANcR2DHX/5bsW4cHIzGiX+rn3/+GcjNpoWEhGA0GjEYDEiSRJ06dZgyZQqHDx/m8OHDzJw5k08++cSegdNqtciyzJo1a7hy5QrVqqnnfbDrxAWSM/L6In29PGgeGapaPHdD/LGLnLmUZF9rNRLd2jZUMSLBg8b2HurVqxefffYZ06dP54UXXiA6OhovLy+efPJJmjZtyueff86YMWOwWCykpaXRqlUrRowYweuvvy7EtRsinjGBQABAGY8minVWzkGsshGN5B5ldyUdb52y1DXTcr2QM0suGofJkhZ3LxE3O5SIu0AGGyAgIIBy5cqRmprKjRs3uHr1KhcvXsRiydvQkCTJXrZ48OBBGjZsiL+/P3q9ntjYWAYMGOD0+I0WC2dTbyiO1XZhge3M8nCA3bt3A9ChQwcARYm3xWKhSpUqTJkyhe7du/P555/TqVMn2rVrZxfiu3fv5sqVK0RHRxMYGOjU2POzau8xxbpDo9oY3ESAOGavW8XUomJQ6apEKo3IsoxOp2PIkCFs2bKFzz//nDlz5tjLv8uVK8eRI0ewWCyEh4djMBg4dOgQb775Jl988QVr166lYsWKaj8MwV3gHp9IAoHggWPQVUavDcZkye0RlMkhy3iYMh6NVY5MAOCtC1Kss8ylT2BrHTLYVtlayJnuQWaBEnF1M9i1a9fG29uby5cv07JlS2JjYzEajZw5c4bExESSkpJISkoiOTmZzMxMzp07R0pKCmazmWPHjiFJEkajkZiYGFXiP5OahDnfa6KSty9+BvX72m3sdRDY0ZWcJ7CvXbtGdnY2ZcuWxdc3V9DlrzSwlaF27NiRAQMGMHXqVKZMmcJDDz1kP3/dunUAPP30006L25Fso5mNB08pjj0RHa5SNHfH1RtpbN6rjL1nh0YqRSNwJpIkIcsybdu2JSoqisWLF/Pmm2/aWzNWrlzJ4sWLkSSJn3/+mbNnz/Ltt9/y3XffIcuyENduiBDYAoHAjrdHDCmZK+3rzJy9QmC7CF6OGexSKLA1kjKDbcXdS8Rdqwe7W7duVKlShQEDBrB27VoaNmzIW2+9hbe3N5CbhUlNTSUpKbfE9eWXXyYuLo7Y2Fhq1arFhQsXOHHiBI899pgq8btyeXhSZiYJN5Pta60k0bBSsNPuPz09HT8/PzIyMrh48SLlyhX829jKUF977TXWrl3LmjVrWLRoEQMHDgRg7dq1AHTu3NlpcTvy55EzZOaY7OvyfmVoUquqavHcDb9sPIjFKtvXNasEER3hHrEL7h9JkvDz82P8+PE888wzjBkzhm+//RaTycSwYcMAmDRpEpGRkURGRlKrVi2ioqIKGA4K3AMhsAUCgZ0yhsZKgW2Mv83ZAmfirXXIYFuSCjmz5KKRNEhIyORdpFplawHh7Q5YZAs51jyhICHhqVW3HUOSJJo1a8b333/Pu+++yzvvvMOOHTuYOHEikZGRSJKEv78//v7+APYZysOGDSMqKgpZlsnKylLNXdrR4Cw8wHUcxPddUWavI8uVx9tJfydZlgkNDcXDw4OLFy+SlpYG5JkvORIWFsagQYMYNGgQM2bM4Omnn8bX15edO3fi6+tLdHS0U+K+Fav2Kt3DOzaug/YWj8HVMJrMLIs7pDjWo30jlx6FJih+ZFmmWbNmREdHs27dOq5evcqSJUs4ceIEDRs2ZMiQIfZz69Spw4gRI275HhW4PkJgCwQCO94eytLOjBwhsF0FrwIl4qVPYEOuyM5vbuauAjvTof/aU2twmcdRt25dPv30U0JDQ5k2bRrx8fEsXryYVq1aIcsyZrMZvV5PQkICkNuzDf+43f+T7VaD4zcTFWtX6r8uUB7uxP5rW7/8E088gcFgwGTK3di53YX7c889xy+//MLvv//ODz/8QEhICGaz2d6/rQZpWTlsOXJWcexJN3EP37jrJMmpmfZ1GS8DT7aMVDEigRpIkkSFChUYOXIksbGxdOnShX379gEwe/ZsALtjuCzLQly7MeKZEwgEdrwM9ZDIy6qYLJcwWa6qGJHAhpdOKRZKo8kZgETJKBN3LA9X20E8P7IsU6VKFT755BMmTJiA0WikdevWTJgwAUmS0Ov1pKWl8fffuaIxONh5pc63w5Uz2AUdxJ1rcAYwatQofv/9dx5++OHbnme1WvH397ePXps9ezaTJ08GoEuXLg88zsLYePAURnPe+71qkD/1Q9yjN3Xp70pzs389Wg9vN5jbnZmZeeeTBPYxdkXl8ccfp3Xr1nZxPWDAAB555BG7GRogqhvcHCGwBQKBHY3kiZehnuJYZs4+laIR5MdLq5yXm22+cddf6iWBAn3Ybmp05mhw5q1zHYFtM+SB3LnHixcvpmrVqrz77rv07NmT69dzhazFYqF8+fL2bIuaZJtNnEu/qThWyz+okLOdi8li4eBV5Ualsx3EZVm2u8CXKVPmtufasmbt2rVj8ODBnD171u5A/vjjjz/YQG/D6nhlefiTMeFuIUKOJ1zj0KnLimM92rvHaK6HH36YMWPGcOnSpTufXEpZsWIFy5Yt4+bNm3c+mdz3op+fH5MmTeKFF16gatWqTJo0yf4zQclACGyBQKDA26Dsr8s07i/kTIEzMWh8FSPTzHI2Zrn0ZRccR3XJuKnANruWg7gjNuFitVpp3749O3bsoE2bNvz000+8+OKLzJgxA4CQkBD7eWpyKiUJa76L06o+/pTRu0aG8EjiNXIseSPlKpbxoYqvn9Pu33bRbhurVtTbaDQaBgwYQJ06dQCIiIigQoUKDyTGO5GUlsmuE+cVx9zFPfzH9cpN6ofqhRAaXLaQs12HmTNncvjwYcaPH0/jxo0ZM2aMvS3kTpQWoXj16lW6dOlC7969mTRpEocOHcJoNN72NrbP1piYGMaOHUtcXBy+vr6YzWZREl6CcIlnUpKkIEmS+kuS9IskSackScqSJClFkqQtkiT1k6SiN6ZJkpQgSZJcyL8rD/JxCAQlAW8P5dgQkcF2DSRJKpDFzjLfKOTskovj10GJyWC7mMC2odFosFqtVK5cmZ9++onhw4ezatUqxo4dC2AfH6P2BbVj/3W4i/dfOzPzKkmS4v7u9FxZrVb7+fXr12f06NGULVuWHj16PNA4b8fv+08qHLhrBQdRK9h1nuPCSEnPYt125dzuHm4ymmvOnDkA+Pv7c/36dcaPH090dDRvv/02J06cUJxr22A7eza3R94dKguKg/feew+ArKwsPvroI1599VW+++47Ll++fIdb5lKjRg3CwsKAPBd/QcnAJQQ20BOYBzwM7ASmAT8B9YH5wA/S3b1bU4D3b/FvcjHGLBCUSLwNDgLbeBBZds8+15JGAYFdGp3EHXuw3VRgO/Zgl3GhEnFHbFkVX19fPvjgAz777DMeffRRgoOD79jP6ywKjuhynf5rRwdxZxqc7d27l6VLl3Ly5Emys3Nfc45i21FwO2bRXnjhBa5fv87o0aMffMCFsGafQ3l4tHuYm/325xFyTHnfn5WCfGnZuKaKERWdESNGANC4cWNmzJhBgwYNuHnzJhMnTiQmJob//Oc/HD58GMh9zVy4cIEePXowcOBAsrKy1AzdKRw9epTVq1ej0+l48cUX8fLyYvv27fTr14/Ro0ezefNm0tPT1Q5ToBKusl1yAugM/CbLeVdLkiSNAnYB3YFu5IruonBTluWxxR2kQFAaMOiqo9UEYLHm9hNZ5XRyzKfx1NdROTKBl64s5DOfLo0ZbMcebHctEc8wO2awvVSKJA+b2LpdmaLtYrJFixZcunTJXj58N+XHDwJHge3KBmfO7L8eNWoU8fHxNG3alIiICOrXr0/dunWpWbMmFSpUKJBpPHjwIDt27KBXr152d3iLxYJWq8XDQ5057VeS04g/rewBfiLa9b+PrFaZnzYcUBzr2rahW4wVA3j++edZsWIFP//8M3379mXx4sWsXLmS77//nv379zN9+nRmz57Niy++yMiRI5k5cyb79u2jXr16eHl5Ictyic5kb9++nfT0dBo3bszHH3/MtGnTeP3111m4cCFff/01f/zxB6+88gpdu3alRo0ahWaoCxuXJ1CXhIQELly4cM+3dwmBLcvyxkKOX5Ek6TPgA6A1RRfYAoHgHpEkCW9DQ9Ky/7Afy8w5IAS2C+DpaHRmSVYpEvVwdBHPPxPbncgwKzM8rmBy5lhKXBgGg4F69epRr16eIaLaF9InHErE67hIifjfaalczpfF8tDqqFveOX3MFouF9evXA7BmzRrWrFlDUFAQ1atXJzw83P4c1qlTh8qVK+Pn58f8+fOZOXMmZ86cYcKECfaRQWqy1iF7HRVaiarlAlSKpujs+uscF6/mGV/pdVo6P1ZfxYiKjs3NevDgwaxYsYKvvvqKZ555hhEjRtClSxfWr1/PokWL2LVrF/PmzWPevHn2TTZb5ttisaj+2nlQZGdns2vXLm7evElkZCTe3t54e3uzYMEC+vTpw6BBgzh+/Dj//e9/2bhxIwMGDKBVq1aUK1fwc+nzzz8nJiaGmJgYIbRdiO7du5OYmHjnEwvBHV75pn/+a77tWUo8JEnqDYQAGcBBYLN8F3WukiTtLeRH7lGXJBDcB16OAtt4gLL0VDEiAfyTwc5HlqX0ZbBFD/aD4Y8//uDbb7/lkUce4YUXXihwYZyVlcWqVavYs2cPFouF4OBgIiIiaNiwIZUrO3/kVH7SjDlcyki1r7WSRJiLOIg7Zq+jKlbE4KRs/5EjR/LuNyqKzMxMTp8+TVJSEnv37kWv11OlShVq1apFREQEjRo1YvXq1QA888wzgGv0ha5xcA93F3Mzx9Fc7R6qTVl/9ebE3w22DbPWrVvzwQcfMGLECMaOHcuUKVMIDw+nRo0aPPnkk6xbt46lS5cSFxeHXq/HYrEwZcoUXnzxRVq1aqXyo3hweHp6EhMTg4eHB0899RTe3t4YjUb0ej1t27bl6NGjfPjhh7zzzjusW7eObdu28dJLL9G7d297hh9g7ty5vPbaazz88MP8+eefQmC7CO+88w779u2ze5DcC+p/ct4GSZJ0wL//Wa65i5tWAhY6HDsrSVJfWZb/uNUNBAJBHt4G5QiRLOOBQs4UOBNPbaBinW0ujRlsZabUXUvEHV3E1ezBlmWZuXPnsnTpUh5++OEComrlypW8+uqrpKSkkJ2dbR/3FBQUxFNPPcWwYcOIiopSI3QATqYoy8Or+5XFQ+salzeOAttZ/deyLBMVFcWSJUsYOHAglSpVYt68eWRlZfHjjz8SFxdHfHw8CQkJJCQk8Pvvv+Pn50dqaio6nY7169dz+fJl6tSpQ0hICL6+vk6J25Fz15I5cuGafS1J0LGx61dTXb6eypb9ZxTHurdzD3MzG7YS7+eff57ly5cza9YsHn/8cTp27IherycsLIyBAwfSrFkzmjdvbu/xX7BgAQsWLKB169ZMnz5d1c+GB0n//v3p0KED1atXB3IrewB71ceoUaN49tlnGTx4MKtXr+bTTz8lLi7OXjZusVh4//33AejXr59LbGYJYN++ffz8889IkkRAQAA3btxbIsPVt0omkGt0tkqW5bVFvM1XQDtyRXYZIAqYC1QHVkuSVKThg7Isx9zqH3DsjjcWCNwcbw9HgX0Eq3z70ROCB0+BWdilskTcQWC7Z4U4GRaHEnEVe7ATExP57bffCAwMpFevXoqfrV27ls6dO3P58mUyMjIIDw+nRYsW1KtXj7S0NBYuXEirVq2Ij49XKXo4nuxQHu7vGuXhAHsc+68rOUdg2zKQnTt35u2332b9+vX06tWLSpUq8c4777BhwwZOnDjBjz/+SP/+/albty5paWlotVrMZjPjx49nyJAhDBgwwD6jVw3W7lO6VceEVaWCv49K0RSdXzYeVHw21QktT1TtYPUCugdsr6Hg4GBGjRqF0WhkypQpduFty+ytWrWKnJwcWrVqxbJly3jyyScB2LRpk+rj+x4kkiTZxXV+dDqdfe58jRo1+O2331iyZAkVKlTg0KFDDB48mCFDhjBw4ECuXLlC27Zt6d+/v/MfgKAAJpOJjRs3cvbsWR599FHKl793Lw+XFdiSJL0BDCVX0L5Q1NvJsvy+LMsbZVm+KstypizLf8my/CrwCeAFjH0gAQsEJQi9tiJ6bSX7WsZItun4bW4hcAaOGezSWSIuMtjFzblz50hLS6Nhw4b4+vpiMuV2Zl28eJF3330XgA4dOnDw4EFWr17N/Pnz+eyzz/joo4+IiooiJSWFvn37qha/44guV+m/zjSZOJp4TXGssRMNzgA8PDwYOnQoQ4cOZdeuXcTGxnLsWG6eoHz58nTv3p3PP/+cv/76i9atW2OxWIiKiiIgIIBz586xfft2kpLUmVYgyzKr45U5jcfdIHttNJlZvumQ4lj3dg1V9ym4H5544glGjBjB+vXreffdd+3GXCkpKXzyyScAfPjhh3Tu3Jk5c+awYMECxo8fT8OGRcpplTgkSUKr1dqrfXr27Mm5c+d44403AFiyZAm//fYbADNmzFAtToGS7Oxsdu/eTU5ODk2aNKFMmTL3/LtcUmBLkjQImA4cAdrIslwcV5Gf/fPfktsUIhAUI16GBop1lvFQIWcKnIWjwM6x3CzkzJKLYwbbXXE0OSujUy+DbXNKrVkzd3yQ7aLw2LFj7Nmzh8cee4xFixZRv359qlWrZs9i/+c//+Hrr7+mcuXKXLp0iaVLl6oS/0kHB/GIQNdwED949QqWfGnMUP8Aynk7twfXNoJr0qRJDB8+nHXr1jFhwgT7JkpOTg4WiwWTycTevbnWM9u2beP8+fMsX76cF154gT59+jg1ZhunLidx5kre5Z9WI9GhkesL7LjdJ0lOy3t/+3h78PgjkSpGdH/YXkO9e/emZs2azJ8/n927dwO5Bl3Jyck8+uijNG/eHICQkBCef/55Ro4cqVrMroLN+M1sNuPh4cG0adPYunUr/v7+QK4hXGSk+742ShoeHh5ER0fz5JNPMnTo0Pv6XS4nsCVJeguYCfxFrri+Uky/2raNfO/bEQJBKcLboOybEgJbfTy1SufcrFJYIu6I27qIu1CJuG1Wq6dnbhbddkF9/Hhu1cpjjz1GuXLlMJvN9lFeVqsVi8VC48aNGTRoEDdu3LBnRp3NcQeBXdtFRnTtVXE8lw1bKa8sy4wZM4ZXXnmFb775hhdffNF+0a/Vatm5cyepqanUqVOHMmXK4OnpydNPP82CBQt46KGHnB43FDQ3axYeSqCP+uPs7sRPGw4q1k+1rIuXp16laO4fW+a9fv36TJgwgWvXrvH++++TmZnJtGnTAOyVLraNG41GI3qK86HT6ex/m3379pGSkkJISAgTJkxQOTKBDavVisFgYMSIEXzxxRcEBwfbvwvvBZcS2JIkjQSmAvvJFdfX7nCTu+GRf/575rZnCQQCoGAGO1MIbNUxaP0UY6pM1nQssuk2tyh5FMxgu6nAdshg+6iYwa5atSqVKlXizz//5PLly3aH2+Tk3A2c4OC83lHbKK/87qq2+cg2kx9nkpSdyfXsDPvaoNFS3TfwNrdwHmoZnDmi0Whyxy96ezNq1CiefvppvvvuOwYPHszNm7lVMDb38E6dOgFgNBqxWCyq9dDKslxgPJc7lIefPJ/IgRPKmd3d25WMMmlZlunRowd9+vRhzZo1dm+Gpk2b0r59ewD0evfdSHiQyLKMXq/n+PHjDBs2DIA5c+aoHJUAIDMzE8j9nLRVb1WqlNsieT9tHS4jsCVJepdcU7O9QDtZlq/f5ly9JEkRkiSFORyvJ0lS2VucH0puVhxgUTGGLRCUWLwMynmd2cZjyKVMzLkaGkmLQeunOFb6ysRLiMmZi5SIy7JM27ZtqVOnDvv27bNnpAAaN26MRqPh2LFjWK1WdDqdXXRZLBZ7+ePRo0cBqFGjhtPjd+y/ruUfhM4FRt3Issy+K64hsPNTrVo1vv76a2JiYvj888+ZPn06kDsnG3JN0SA346bValUbG3TkwlUuXE+xr/VaLW0b1FIllrvh5w3KiRsxkdWoXrnAZalbM2DAALy8vNi4cSOQO9IIcsugBbfGJtTGjx9PdnY2vXr1spvBCdTj2rVrdOnShbi4OCCvpL84cIn6DUmS+gDjAAvwJ/DGLXYNEmRZ/vqf/68CHAXOkesObqMn8F9JkuKAs0AaEAb8C/AEVgGTH8iDEAhKGHptBXTaipgtVwGQySHbdBIvQ12VIyvdeGoDFKI623ITb51rlMQ6Azf2CbIjyzIZLmJyZvuuHTNmDB06dGDGjBlkZmYSGxtLTEwMLVq0YPr06TRv3pyePXsWuADZsGED69evp0yZMqr0Ep5wcBAPd5H+6zPJN7iZnfcc+xgM1AlS33zNYrFQtmxZli1bRs+ePXn//fdJT09n3759GAwGWrZsCaD6PN418Ur38JZ1q+Pr5aFSNEUjI8vImm1HFcfcKXttcwcvDNvPHnnkEf7880/Gjh3LiRMn7FUPoiT8zvTt25e///5bsZEpUI9u3bqxbds26tevT5s2bYA7vw+Kiqu8G2zb3lrgrULO+QP4+g6/Jw4IBxqTWxJeBrgJbCF3LvZC+X4K6gWCUoaXvj5p/whsgCzjX0Jgq4yHxl+xzrGkFHJmacH9PtKzrUas+dzPDRo9eo26pZVt2rThq6++om/fvsyaNYt169bx5JNP0qxZM/bs2cOzzz7L119/zWOPPUaVKlXQ6XScO3eOKVOmkJiYyMiRIwkLC7vzHRUzBR3EXUNgO/ZfN6oYjMYFdoe0Wi2yLFOlShU++Z2UqoMAACAASURBVOQT+vXrZ89it2zZEkmSFNUJamC1yqxzGM/1eHS4StEUnTVbj5KZnVflVS6gDI/FOP89cTckJSVx5coV6tWrZxcVdxIYsiwTHR3N8uXL7W0kttnPgtvTrl072rVrp3YYAmDo0KFs27YNgOnTp9OsWTNiY2OLze3fJd4NsiyP5S7GZ8mynIBjnWDu8T/IFeICgaAY8DbUJy17g32dZTysYjQCuJWTeGkT2OqLlPslw5ypWKvpIJ6f5557joCAAObNm8eqVav49NNPFT9ft24dO3bsQKfTkZiYK2w9PT3p0KEDY8eOtfdiOxNHg7MIFxHY+65cVqxdoTzchu0CslmzZkyZMoXp06ezadMmYmNjAe7L2Kc4OJDwN1duptnXnnodj9WrqWJEd0aWZX7eqCwP79y6PjqdehsVRWHYsGGcOHGC2NhY2rZtS/369e8otPMfCwzM/T4qLeLa9je52yxn/tnhaleHCHLHpE2dOhV/f38aN27Mpk2b+Pjjj2nQoAGRkZHF8jyVjneEQCC4J7wM9RTrLNNfKkUisOHh0IOdXep6sN2fdBcyOMuPVqulU6dORERE0L59ezZs2MBff/3F5cuXyc7OxmKxkJycjCRJREREEBISQvv27e2mPc5GlmVOuOgMbEeDMzUcxIvCE088weOPP86BAweoVSu3x1nN7DXAWofsdav6NfH2cG3zrIMn/+bUhbzNHo0k8UzrBre5hfqcPHmSBQsWALk+CitWrKBjx460b9+exo0bFzmjXdRz3JHDhw+TlpZGcnIykZGRVKpUCZ1OZ99QKEyI2Y5nZ2fj6elpF+VCXKvPiRMn6N27NwCzZs0iLCyMp556igMHDrBy5UoiIyOL5XkSAlsgEBSKp6PANh4psV+k7oKH1rFEPFWlSNTC/UrCHXEU2K6SwbZRu3ZtateuzRtvvEFOTg5///03ycnJZGVlkZ2dTVZWFhUqVCAmJsZecqzGZ8KljFTSTUb72lfvQeUyfre5hXNIyc7m5I0k+1oCGlUKLvwGKmITAo0aNbIfU/Pz3WK1sn6/Q3m4G7iH/7xROZqrZeOaVAzyVSmaomET1yEhIaSnp7NhwwZ27tzJqlWraN++PR07diQ6Otq+4XKr97ksy+Tk5NhH/JUUtmzZwrfffsvixYtJS0uzf85169aNRo0a0bZtW5o1a4ZGo7FXfNj+NvlF95gxY2jZsiXt2rXD29tbtccjyKN79+5YLBaGDRvGc889B0BsbCyfffYZ//3vfwkLC6Nbt273XckjBLZAICgUg7YaGskPq5wr4qxyOkbLeTx0oSpHVnrxdBTY1tJWIu6I+232OJaI+2hd68LLNudakiQ8PDyoUaNGoQ7ham643Sp77Qqbf47l4XWCyuGrQvl8UbAJgfzPo6NgcCbxpy9xPTXv/VHGw8CjdZ3vTn833EzLYuMu5aaAq5ubpaWlsX//fgAGDRpEREQES5YsYf369fzxxx/s3r2b1atX24V206ZN7SO4bJ8PWq2WlStXsmLFCl566SWaNWum5kMqNk6dOsW///1vEhIS8Pf3JzQ0FD8/Pw4dOsTSpUtZtWoV33//PU899RSvvvoq1atXB/KEte099fLLL/PFF1+wfv16jh49yvDhw13i86k006dPHw4fPkzHjh35+OOP7cfff/99Tpw4QVxcHL/++ivPPPOMYvPkXhC1CgKBoFAkScLLoHQGzjYeUSkaAdwqg126BHZJsKl01RJxG5IkFTqiyWq1KmYjq3nB6Nh/7SoGZ64y/7qo2MT1jRs37Bsraj2va+KVs69bR9XEQ+/auaCVmw9jNFns6yoV/HmovmtvQl+8eJHr16/j6+tLSEgInTp1YtGiRSxZsoQ+ffrg5+fHtm3b+PjjjxkyZAhjx45l8+bNZGdn2z8fcnJyeOutt5g/fz43btxQ+yEVG4MHDyYhIYE+ffqwYcMG9uzZw6pVq9i4cSPPPPMMAQEBHDlyhKlTp/L888/z/fffK7LWNlFmW+/fv59q1aoJca0yn376KQsXLqRatWrMmzcPwD73unz58nTq1AlZllm4cCFTpkwB7u/7zbU/tQQCgep46euSkbPTvs4yHsXfW8xvVAuDxnEOdukuEXfHa5Z0xwy23rUy2LfDlXoIjzuO6HKR/mtHB3FX7b+2YbuIHDp0KNWqVSM8PJyePXtiMBicGofZYmXDgVOKY483dm33cKtV5pc4ZXl41zYN0Ghc+4MpIyODXbt2odfrFe0BrVu3pnXr1mzdupWFCxeyatUqdu3axf79+1m7di1t27a192n/9ttvnD17lqpVq/LUU0+p+GiKjzVr1rBu3TrCwsL48ssvFWXfVapUoXXr1qxatYpFixYRFxfH9u3bSUxM5Pz58/Tv35+yZfNmns+dO5c+ffqwYMECnn32WbUekgA4duwYb72VO6Rq3rx5VKtWrcC0hDfffJOTJ08ye/ZsFixYQIcOHe7rPoXAFggEt8XTYSxXtuloIWcKnEHBEvHSJbDlAj3Yrn0heyvSTQ4CW+c+Ajs/SUlJ6PV6vL29VXERPnbzmmLtCjOwzVYrB66q7yDumIm2VR04bpDYMm87d+609+TGxMTw/PPPOzdgYNfJCyRn5FV3+Hp50DzCtTPBuw+f5+LVPKNJvU7L063q3eYWrkGTJk2YOnUqf/31F+HheZsYNtHRokULWrRowZ49e/jmm29YuXIl8fHxHDx4kHXr1tG6dWtWr14NwHvvvafWwyh29u3bB+TOq5YkyT5+TKPR2P82Tz31FM2bN+fbb79l/vz5HDhwgFmzZlGhQgVefPFF++00Gg3NmzenefPmKj8qQUZGBr169aJ58+Z07NgRUJo52j4Hu3fvztKlSzly5AhfffXVfd2nENgCgeC2eOkjFOsskygRVxODg4u4sdRlsJVI7iiwXbxE/E7YLkbGjh1LRkYG3t7ejBs3TpG9edCYrBbOpCjLUiMCKjjt/gvj+PVEMk15s5CDvLwI9Q9wehw2IW1zMc4vrGVZtjsa245nZmYSEhLC+fPnqVixotPjBVjrUB7etkEt9C4+5soxe92maS0C/dxjw+zNN9+0/7/tPW0THbZ1kyZNaNKkCf3792fhwoUsW7aMgwcPcvToUUwmExUqVKB///5qPYRix1YyfOzYMUApwvKbvQUEBDBo0CCio6MZOnQoO3bs4KWXXsJqtfLSSy+h1WrvaZyX4MEQExPDjBkzKF8+dxPW0f3d9v9t2rRh+PDhDB8+nBkzZlC1atV7vk8hsAUCwW3x1IeTa9eQmwExms9jsaaj1fioGldpxUOjdKYtbSXiVqyKtXsKbPfOYNsuRmbNmmU/9tFHHzk1hoTUZIzWvL7XCl4+BHqqv1HhWB4eHVzZaRfYFouF06dP8+eff7J582a7UPbw8KB69eo0atSI+vXr4+HhUSCmNm3akJCQQFJSEjk5OU6JNz8ms4WNhxzLw13bPfz6zXQ271XG3K2ta5ub2ci/yQIFKxtsa5sQadCgAZMmTeKll15i0aJFzJw5E5PJxMiRI50e+4OkYcPc5y8+Pp4LFy5QrVq1Aufkn2f9yCOPsGnTJvr168e3337LokWL6NWrFz4+PvZzBepi2+SwiWu4dauT7Tnt27cvW7duZdmyZaSm3vv1lRDYAoHgtmg0XnjoqpNjPmM/lm06QRmPaBWjKr0YHAS20ZpeunbJHSrE3fFxp7m4wC6Ki7TRaOSxxx7j77//JikpCV9f544kOuai/dfxV9QxOMvOzmbq1KlMnjyZ5ORkxc/0ej0Gg4HAwEDCw8Np3bo17dq1o2HDhnh5eWGxWOyu0EFBQU6J15GdJ86Tmpkn7APKePJQnYLixpVY8cdhLNa8D6TqlcvSKLyKihEVnaIa2dmEiMViQZIkIiMj6dChAx999BH+/v6KLLi7I8syDRo0oGLFihw5coSxY8cyduxYqlWrVuA71vZ3MZvNGAwGBg8ezMaNG9m0aRMbNmygS5cuaj0MwT/c7XWR7TktW7YssbGxLFu2jJSUezeRdR23EoFA4LJ4OpSJZ5uOF3Km4EGj1RjQSXkzR2UsmKyZt7lFyUJ2yGC7ZQ+2g8D2dRGBbevTvdXFty3jZcNgMBAXF8fx48e5fl3p5u0MjjuM6HKF/mtQz0F83LhxjB49mpSUFBo0aMBrr73G888/T/PmzYmMjCQwMJAbN26wYcMGPvroI4YOHcqXX36JyWRCq9Wi1+tVNbBbu0855qpdg1rota5bHm6xWlnmaG7WtoHbbfhZLJYijSLKP1Vg3LhxAIwaNcqlTA/vF0mSCA0NZdy4cfj4+LBkyRLmzJlDRkaGPWvt+LeyeU88/PDDdlOshIQEZ4cuuAW29+KtvsvuRGxsLOPHjxcu4gKB4MHiqQ8nJWuVfZ1tPKZiNAKD1hezOdu+NlpTMWjLqBiR87DKSoGtccN94jRHkzMXcRHXaDTcvHmTS5cuodVq8fHxITAwkDJlyiguNGxzcB37eJ1JAYHtAiO6rmWkczFfSaFeoyGqwoPvZz527BiTJk2ifPnyfPjhhzz33HMYDAZ7z+jFixc5cuQIe/fuZceOHWzfvt3+b/78+cyZM0fVGcZGs5m4Q6cVx1zdPXz7wQSuJKXZ1x4GHU+1rHubW7gGWVlZZGVlcenSJWrXro2nZ+5mbVGzfX/++SebNm1Cp9PxxhtvPOhwVaFnz57s3LmTL7/8kgkTJrBt2zZmzZpFvXq55nWO/bs2n4NblZML1OHUqVPExcVx4cIFPD09qVOnDo8++ih+fn54eeW2Ejk+jzZs74WOHTsyfvz4e26ZEQJbIBDcEU+DyGC7EgaND5nkCQyjNV3FaJyLo4u4u2WM4FYZbHU3R1JTU1m8eDHr168nOzublJQU0tPTsVqteHt7U6lSJcLDw2nUqBEtW7akWrVqCvMfNXAc0RURqL7BmWP/db3yFfHU6R/4/S5fvhyLxUKfPn3o168fkHuRaHM9rlq1KlWrVqVjx47k5OSwZ88eFi9ezJIlSzhw4ACjR4/myy+/JDRUHcfu7cfOk5aVdxEb6ONFTK17NxdyBss2KrPX7R8Ox6+MZyFnq4/VamXZsmXMnz+f7du3U6lSJby9venTpw8vvfSSvWf4TmRkZNCgQQP69OmDh4fHA45aHQICApg/fz4RERF8+OGHbN68maioKEaNGsWoUaPw9s7bEJVl2b5J8dNPPwEQEhKiStyCXD755BO++OILjh5VTrxp0aIFzZo1IzY2liZNmiic4fNju6Zo2rQpwcHB91yRIAS2QCC4I556pdlMtulEIWcKnEGBPmxLWiFnljwcTc7cLYMtyzJp5gzFMTVcxG279OvXr2fUqFHEx8crSudsJaG2/lydTkf58uWJiIigffv2/N///R81atRwetwAGSYj59PzRiNpJIna/ur0DufHsTw8prJzysO3bdsGYJ9FbBstlN/12PZ8e3h42EcwdenShYEDBxIXF8ecOXOYMGGCU+J1ZO0+5YZt+4a10Wld93199UYaW/efVRzr1raBStEUjbfffpvPPvuMtLTc74qMjAzMZjP79+/n6NGjTJw4ET8/vzv8FnjiiSeIjo526sQAtXjzzTcJDQ1l7ty5bNy4kQ8//JBFixYxZMgQmjRpQmhoKFWqVOHChQvMnj2bY8eO0aJFC7p27ap26KWWxYsXM2zYMCRJolOnTvj75441/f7779m6dSu7du3i119/5Y033mDw4MFotdpbimzb52VAwL1PgBACWyAQ3BEPXXUkDMgYATBbEzFbktFpA1WOrHRi0DoanZUegS07lohLrnshfiuyLDlY8j0Gg0aPh9bg9DgkSWL//v0MGjSIU6dOUaVKFXr16kXNmjUxGo2YzWYyMjK4fv06ly5d4uTJkxw5coTLly8TFxfH1q1bmThxor1s0pmcuKns+a7uG+iUTPGd2OcgsBtXevAC22w24+npiSRJXLp0CSjokOvYU28bRdSxY0c++OADevfuzfr16xk+fLjTTc5yTGY2HTqjOObq7uHLNx3Cmm8zqla1ctQLq6RiRLdn0aJFTJo0iaCgIHr27ElsbCxHjx7l4MGDLF++nC+//JKwsDCGDRt2S7GRH1mWqVBB/WoRZ6DX6+nRowdRUVF89913LF68mNOnT/PWW29Ru3ZtZFkmNDSU+Ph4kpOTKVu2LDNmzFA77FLLmTNnGDRoEJD7mn/22WftP3v33XeZMmUKcXFxnDx5kjfeeIO9e/cyderUW4po2+fl/bQ/CYEtEAjuiCTp8NDXJNuU13udbTqBj/ZhFaMqvRg0ypJiozWjkDNLHo492JKbZbBdyeBs4sSJnDp1iq5du/LBBx8QFhaGXl9QqFosFm7cuEFCQgIbN27k66+/ZtWqVdy8eZOlS5dSqZJzxcWx5GuKtSv0X+eYzfx1TRlXjBMMznQ6Ha1ateKHH35g7ty5xMbG2o2XCiN/Zrtbt25ERkZy5swZzp8/73SBve3YOTJyjPZ1kK830WGu68Rttlj5ddNfimOubm42ZswYAD799FN69Ohhf4+fPXsWvV7P4sWLmT17Nr17977te/lO4rskIkkSERERjB49mq5du/LTTz8xe/ZsLl68SFZWFqdO5Y5p6969O8899xyNGjVSOeLSy9KlS0lJSaFfv348++yz9h5rs9lM7dq1mT17NsuWLePbb79l7dq1LFiwgMuXLzN16lQiIyOLPR4hsAUCQZHw1NcpKLA9hcBWA71DibipFPVgW7Eo1u6WwU41KTdDfPXq9V+vX78ejUbD7Nmz7TOTbdlNW9ZTkiS0Wi3ly5enfPnyNGnShOjoaIYPH862bdtYuXIl/fv3d2rcrugg/lfiVcVc7iq+flQsYl/r/fL4449Ts2ZNtmzZQtu2bRk7diwtWrTAw8PDbkgnSZIiG2MrgTQYDJw7dw6TyUTt2rWdEm9+1jm4h7dvVButCztTbz9wlsTkvM9bT4OOJ1oU/8V5cfHDDz9w9uxZWrVqZc/o2YRHjRo1mDVrFsePH2fv3r1MnjyZyZMnK26f3/ystInr/BgMBho1akSjRo0YMmQIGzduRKfTce3aNaKjo4mJiVE7xFJPYmLu94KtdcnW8qTT6eyv+W7duhEWFkbVqlVZsmQJ69atY/To0fzvf/+jbt3iNSl03U8xgUDgUnjqlRdfOaaTKkUiKJDBtpQige3mGWzH/mu1MtjXrl3jxo0b1KpVi4oVK9qFtVartfdf32q8iSRJdOjQgf/+979oNBq+++47p8fuOAM7wgUy2GqN5wIICwtjxIgRVKhQga1btzJy5Eg++eQTTp8+bd8guVXZOMDq1atJT08nJiamyEZXxUW20cymvxzcwxu5dnn4Lw6juTo0C8fHy3XNvn799VcABg4cCOS2FNheC1arFX9/f15//XUMBgMrVqzgxo0b9tvaNmb+/vtvunXrxtatW53/AFyQwMBAunfvTpcuXXj55Zft4roo458ExY/t725z+7a9hvNvCGk0Gvt5DRs2ZOTIkbz44ov4+fmxdu1ali1bVuxxudeViUAgUA0PR6Mz8ymVIhHoRYm4Ha3kXlkVV8lg37x50y6mbeLaNge7MGyzYAHat2+P1WrlmkNZ9INGlmWXzGA7Oog7ozw8PwMGDODjjz8mNDSUvXv3Mnr0aGrXrk10dDRjx45l69atXL58mQsXLnDixAmuXbvGtGnTeO211wD497//7dR4AbYdSyAzx2Rfl/crQ+OarlsefuV6KtsPJCiOdXVhc7OLFy9y+fJlAgMDiYqKAlC0D9iE9pNPPknVqlU5efIke/futf/cJkjmzJnDsmXLRH/xHXDlNoGSjO3vbvMDmT9//i03g/I/P5UrV+a9996jd+/eZGVl8c4777By5cpijUsIbIFAUCQ89bUUa5HBVg+DRplpKk0l4rKji7ibCew0FxnR5ePjQ5s2bTh69CgfffRRgSznrbIxtnJjgHPnzgE4vWc3MSuD5Jws+9pTqyPE596dXosDWZZVzWDb+Pe//83mzZv54IMP7GNo9u/fz7hx43j00UcJDw+nZ8+evPDCC1SuXJm3336bc+fOMXToUFWcjx3Lw9s1rI1G47oiZcXmvxTmZrVDylO3puuam5UtW5YzZ84oNtFuRfny5encuTMACxcuBHI327RaLUlJScydOxeADz/88MEHLRDcI88//zytWrUiNTWVzz77jNOnTxd6rm0E5cyZM4mNjQVg7dq1xRqPENgCgaBIGHTVgTwxY7JcwVKKhJ0r4ZjBNlkzCzmzZGGVrYo52BKS2/VgpzlksP1VymBXrlyZp59+GoApU6YwYMAAtmzZQkZGbny3ysZIkoROpyMxMZGZM2cC0KxZM+cFDRxzyF7XCSines/u+ZQUrmfmvQe99XoiyqmTVa9atSpvv/02y5YtY/HixQwdOpQOHTpQuXJl0tPT2bVrF/v378dgMFCuXDkmTpzIpEmTKF/eufFmG838cdjRPdz5PeBFxWyxsvwPpbnZM22iXDpraTQa0el0XL9+vdARXLaNtH79+uHr68uPP/5IQkKCfbPts88+4/r16zz77LPUrFnTabELBHeDTTD36NEDjUbD999/z/z580lOTr7l+TbzM8gbb/j777+TmJh4x0quoiJMzgQCQZHQSAY8dKHkmPMuinJMp/H2aKhiVKUTvUbZt1t6BLZ7G5yB65SIA7z++uscOnSIL774gvnz57N7925iYmJo3Lgx9erVo0aNGvYMdVJSEgkJCRw9epTVq1ezYsUKmjRpQpcuXZwas6ODeESg+iODHLPXDStWQqey6K9cuTK9evWia9eupKSkkJiYSFpaGqdOnSI1NZWmTZsSGhpKuXLlVIlv69GC5eGNarhuefiOgwlcu+Fgbtbcdc3NAAICAjh16hT79+8vVGBLkoTJZKJu3bq0aNGCNWvWsHLlSgYPHkxKSgqzZs0C4J133nFm6ALBXWHbEBo8eDDHjx9n1qxZTJw4kWvXrvG///2P4ODgArextUs0atQIX19fTCYTHh4e9zWaS/H7i+W3CASCUoGHvqZSYJvPCIGtAqU1g20pILDd7ysstYDJmXoCW5Ik5s2bR7NmzZgyZQoHDhzgwIEDBc4LDAwkKCgIWZbtZXdVqlTh7bff5pFHHnFqzI4GZ64womvvFfXLwwtDr9dTrlw5u5B+6KGHFD/P7xLtTNbtL+ge7srl4cs2HVKs2zcLx8fbdc3NINfQTKfT3XF0lG1sV5s2bVizZg2//vorgwcP5ssvv+TKlSs888wzD2SMkUBQnNicwmfMmEHZsmUZP348X331FUeOHGHy5Mk0bdoUg8EA5E7LkGUZnU5HdnY2WVlZhIaGYjKZ7nAvRcf9rk4EAoFqeOjCgN/t6xxT4T0uggdHqc1gO4zo0rphl5OrlIjnp0+fPjz66KPs2rWLLVu2cPz4cS5fvkxSUhI3b94kOTnZXmrXpEkTGjRowOuvv07Dhs7fXHM0OItwAYMzV+i/vlfUENfZRjObHcrDOzZy3fLwazfS2LZfGe8zbaJUiqbo3GkeuiM9evRg4sSJbNmyhR07dthNzd57770HEZ7LkZKcgX+g+p/HgntDo9HYRfbIkSPtRmY7d+6kU6dODBkyhDZt2vDwww/b3xtGo5E333wTs9nMo48+WqyeIkJgCwSCIuOhD1Oss81CYKtBAYEtlw4X8RKRwXahEnEbOp2OOnXqUKdOHZ577jmSk5NJTEwkMTGRlJQUNBoNfn5+yLJM2bJl7W6tzsZstXLy5nXFMbVLxNNycjh+XSn6G1cqWI4oyMPdysNXbj6MxZrn/VCrWjnqh5Ws59hisVCjRg3+9a9/sXDhQvr27UtCQgIdOnS4Ywa8JHD18k0G9JxF2yej6PNaOwKE0HZLbOXd3t7e9OnTh7CwMMaNG8eWLVt47733aNCgAdWrV6dz584cP36cPXv2sGPHDpo2bcrYsWOLNRb3uzoRCASq4aGroVgbTQnqBFLKcRTYZmtWIWeWLCyyWbHWuaHATjEpjQH9XEBg50ej0RAUFERQUBARERG3PEetsuKzqTcwWvM2Wcp7lSHIU5054jb2X71Mfr/1WoFlCfD0Ui0ed2C9G5WHW61yAXOzLq1d29zsXrA9nk6dOvHdd99x9uxZAMaMGaNmWE5j3rR1ZGcZWfXzXv5Yd5hXhjzO412i1Q5LcB94enrSvn17HnroIaZOncq0adM4efIkBw8eZPny5QCUKVOGRx55hMWLFxf7/bvf1YlAIFAND73SRTTHfEa1i+3SjE7jqViXVoHtbiO6ANIcerD9dD6FnOm6qPV+d+y/jnCB/mt3Lg9XgxxTQfdwVy4P33X4HJevp9rXHnotT7Qoef3ItsxfixYtqFevHgcOHKB58+Y0b95c5cgePIfiE/jz98P2dUZ69i3HFArcEz8/P8aMGUPXrl3ZvXs3e/fu5fz583h4eNCnTx+ioqIIDQ0t9vsVAlsgEBQZnaY8GskHq5ybhbPKmZit19BrK6ocWelCJykzZGY5G6tscUvBeTc4Cmytmz1eo9VEliXHvtagwUcnsp1FxbH/OtwF+68bC4F9W7YdO+dW5eG/xinNzdo+VAe/Mp6FnO3+BAcH89VXXzFmzBjeeusttcN54FgsVuZMXq04VisimI6dG6sUkaAo2Hqt7+bcBg0a0KBBA/r16/eAo8tFCGyBQFBkJEnCQ1eDLFPeRUeO6awQ2E5GkjToJE/Mcrb9mEXORiO5VrlxcWO2Ogps9/oKS71Febio/ig6rjaiy2K1su/KZcWxGCGwb8u6fcry8HYNXbc8HCA0uCyBvl4kp+VWCXVxA3Oze0WWZWRZplGjRvz6669qh+MU1v4az+njVxTHBg57sthGNQmKhwsXLuDp6YnFYqFSpUqK5+dOVZS3OvduBPq94l5XJwKBQHUM+lClwDYn4EMzFSMqfaBpcgAAIABJREFUneg0npgteQLbbM0uML6rpFGwB1uvUiT3hmP/tb/e/crD1eSYo4O4yiXiJ28kkW402tcBnp7UDCyrYkSuTY7JzB9/uU95OMCrPVvQr2sz/tx3mh0HE2hUx3Wz7TbutW1LkiSniQ9XICMtm69nb1Qca/14FPUbF3+5sODe+OGHH1ixYgV//PEHOTk5BAYG0qJFC3r37k1YWBghISH39Jp1xutbCGyBQHBXeOiqK9ZG8zl1Ainl5JaJ37SvTdYsSnqxcQGBrXGvrzBHB3FXMzhzZdKMOVxMT7GvtZJErYByKkZEgex1o0rBaERFQqFsP36OjJy8DYkgX28a1XT9jL9ep6Vt0zq0bVpH7VCKhKO4tvUT30p0WywWtFotu3btwsPDg4YNG5YKcQ2w+Is/SEnO+0z28NDT740OKkYkyM+MGTP4z3/+g9VqxcvLC7PZzI0bNzhx4gRr166lZcuW9OrVi27duilGdN2Kq1evUrFiRSRJcppvkHtdnQgEAtVxFNg55gRV4ijtFDA6y1cuXlIxySbF2t1KxEUG+95x7L+u4VcWT626z79j/7UrlId/tnknOo2GlrWqE16xnEu1IPy+/6Ri3b5hbbSlRMw9aC5dusTZs2dJSEjAarXSoEEDtFotYWFheHvnOu07Cm1ZltFqteTk5PB///d/1K1bl0ceeYTBgwfj7++v2mNxBpcuJLHsu52KY71ebEGFSiX7cbsLcXFxvPnmmwBMnTqVZs2akZ6eTlJSEh9//DHx8fH8+OOP7Ny5kz179jBy5MgCr1nb5tGvv/7KN998w6uvvkqHDh2c9pnoXlcnAoFAdQw6ZfmU0XxepUhKN1pJKbAt1pIvsC1WpcAWJeKlh6Mu1n8NsNfRQbySugLbYrXy1ba9pGTnMPn3LZQr4833/f+PqoHqiwaT2cImh/Lw9i5eHu4OZGRk8NtvvzFu3DiOHDliP+7j40NUVBQ1a9akTZs2dOnShaCgIKCg0J43bx4JCQkkJCSQmJjI6NGjnf9AnMz8aeswm/NG/pWr6EePF1qoGJHARnp6un0m9bRp03jjjTcUP+/VqxeTJ09m4cKFHDlyhOnTp5OQkMCYMWMIDw+3n6fVarl06RJdu3YF4Pz58+h0Otq0aeOUxyG2DgUCwV1RUGCLEnE1KI0ZbLOb92DfNCoFdoDBV6VI3A/HEV2RKjuIJ2VmknAz2b7WShINKwWrGBEc/vsaKdl5LvUmi4Vgf9d4je04fp60rLzYAn28iAlz/X5mV+fTTz/l5Zdf5siRI9SoUYMWLVoQFRVFeno627dvZ/HixfznP//hmWeeYfbs2SQmJtp7rW0MHjyYuXPn4uPjQ9++fVV8NM5h/+6zbNt0THGs3+AOeHoZVIpIkJ/U1FSuXr1KzZo1eeWVVwAwm82K/w4bNoxPP/2Uzp07o9Vq+eWXXxgzZgwHDhxQ/K4qVarw8ssvA3D69GlatmzptMchMtgCgeCu0GsrImFAJreXzmJNwWJNQatRP0tSmtA5ZrDlnELOLDmYHUrE3a0H2zGD7eeCGezknAy8dAY8ta61eeFqDuL7riiz15HlyuOtV/dvtuV0gmL9SM0QlynBXn9AWR7etkEtl4nNXbl69Srjxo0jJyeH2bNn061bN3Q6HWXLlmX37t38/PPP/Pnnnxw7doytW7dy5MgRtmzZQv/+/e1ZPKvVilar5eWXX7YLkZKMxWJl7idrFMci6lelzZMl1x3e3bD1WQcFBZGSkkKFChXQanNHcup0Onuv9WOPPUZoaCgff/wxCxYsYMWKFYSEhBAVFYVGo8FsNqPT6Zg7dy6PPfYY9erVQ+/Ez2iXuDqRJCkI6Ar8C4gCqgBG4BDwFfCVLMvWu/h9VYFxwBNAEHAZWAa8L8ty8u1uKxAIbo8kaTDoqpJjziv3M5ov4mUQAtuZaCUPxdpsLQ0C270z2I5julyxRHzC4VWsvnSICp6+VPEO5PXwdjQpV0PVmKyyXKAHW20H8QLl4S7Qf731tLKaqGWt6uoE4oDJYiHu0CnFsQ4NRXn4/TJz5kxycnIYNGgQr776quJnTZs2pWnTpiQkJLBy5UqWLVvG9u3b+eGHH7hy5Qo+Pj489NBDaLVaZFnGYrGg0+mcZgClFuuW7+PMCeVYrleHPVGiH7O7Ua1aNSpWrMjVq1fZvn07Xbp0UTw/NiMzWZapXr06kydPRqvVMmvWLCZPnkxoaCiDBg1SiPHnnnvO6Y/DVbYPewLzgIeBncA04CegPjAf+EEq4qtfkqQwYC/QF9gFTAXOAG8C2/8R8wKB4D4w6Kop1jmiD9vpaDXKcrZSkcG2GhVrvca9SvpumtIU6wAXFNgXMm4AcC07jX03zmNFVjkiuJSeQrop77n31XtQuYyfihEVNDhTW2CnZ+ew/4LS1bxFmGuMG9p98iKpmXmfT/7enjSpXVXFiNyf7Oxstm3bBsBLL70E5JXPQm5mGqB69eoMHjyYr776ipEjR+Lh4cGmTZto164dv/32m/18nS4331aShWZmRg4L5ijHcrV5IorIqGqF3EKgBv7+/vYKi9mzZ3Ps/9k77/ioqvT/f+6dlsmk94SEJPTepUoJKAKCIiiK6NpdXFeXXb9f98u6a9mvfteVtawgiv4sq4BgQRBBRKoU6TWEEkogvdfpc+/5/RGSybmT0JLMuTNz3q8XLziHm/CQTO7cz3k+z/OcOtXsdQ3juYKDg7Fw4cLGWu0lS5aguLgYgHfGcbWEWgT2GQB3AEgmhMwhhMwnhDwKoAeAXAAzAcy4xs+1GEAcgGcJIdMJIf9DCBmPeqHdHcBrbR8+hxNYKAW205XLKJLARavIYAeCwFZ2Efe1DHa1Q/0Z7DwzbfJKDmY/1zlLYQ/vGRnLVAg4JAnHLj/ANTA4kW098Z4LuZCI+zCkU0yUauqvNx05Q60z+naG7rLlk3P9EEIQFBSEqKj6n83jx48DoMVEw58bhHZKSgpefPFF7Nu3DxkZGTCbzVi8eDHq6ur8WlQ3ZeVnO1BZ7r4H6w1aPPoMH8ulJhoa8N1///2IiYnB5s2b8fnnn8PprH/vlySJul4Uxca9xx57DKmpqcjMzMShQ4e8G3gzqEJgE0K2EELWKm3ghJAiAB9cXo672ucRBKETgIkAcgC8p/jrlwCYATwoCAIfPsrhtAKlwHa48hhFErgoLeIScbRwpf/gUnYRF31LYCsz2OEqa3JW57ShymlpXGsFDeKNbDPFgOeILtb11ydLS2CX3NnCeFMIkkLZfi93Kuzhozp3ZBQJjUuSseX4OWrvVt49vFU0COIGgf3zzz8DaD5b11Roy7KM3r1744UXXkBcXBx+/PFH/PTTT16Kmi3FhVX4dumv1N7dD4zkY7lURsNre+rUqXj44YchyzJef/11zJs3D0B9Z3ClyG6oz+7bty+GDh0KAMjOpns+sEAVAvsqNDxRua54VT3jL/++sRmxXgtgF4BgAMPbLjwOJ/DQaWh7n0PiGWxvoxEUFnHZ/wW2U3GIoBN8xyLulJ2wSO5O7yJEhGqDGUbkSa6Fzl53CI6ARmD/mHCyQl0Nzpqrv2adBfSov+6cxiYQBYfP56Oyztq4DjUaMKybOsS/r/Pggw8CAJYtW4bnnnsOBQX1r8uGrHVTRFFsFNvjx4/HPffcAwA4c6beXUAI+1KQ9uTTRZvgdLhlRFR0CGY97L2O0pzr54033sD8+fMBAO+//z7Gjh2L/Pz8RkHdFJut/r01MjISABAbW9+jg+Xrmv075xUQBEEL4DeXlxuudO1lGgagnWnh7xuONLpdw799sLlfqLetczgBjV6rENiufEaRBC6iwh4dCBlsp0cNtu9ksCsddPY6TGeCqALx2pS8y/XXDSQHRzKKhMZzBjbbBmfK+uvBjOuvL1VUIbeyunGt02hwU5o6apyV3cPH9ukEnZbbw9uCm2++Ga+++ipMJhM+/fRTvPXWWygoKGgU0spMHwA4HPX30P79+wNAY60q6wOi9uTU8Txs3XCc2nv46QkwBhta+AiOWnj++efx6quvIiYmBjt27EDfvn3xzTffwGq1NopnWZYRFBSE2tparF69GoIgNLo7WL6u1fXu7snrqG90tp4Qci0+lgavR3ULf9+wH9HawDicQEavpesNna6CFq7ktBceGewAFNhaH8pgK+3hkXr21msluRaFwDaxr7+2OB24WOvOrAtg20GcEKI6ga3MXg9KSUKwnv3hkywTbDnKu4e3Bw3iYs6cObjjjjtQVVWFt956CzfddBPeffddSJLkkekjhDTubdq0CQDQo4d/54wIIfjwbVo+dOqWgFumDmAUEed6CA8Px7x58/D6669j4MCBqKqqwqxZszB37lx8/vnnOH/+PJxOJ86ePYvZs2ejpKQEs2bNwm233cY6dHWM6WoOQRCeBfAcgFMAHmyrT3v596t6Bgghg1uI6yCAQW0UD4fjk2jFWHoWNqmGJNdBI6qvaZO/olFksGVyLVU0vo3SIq4XfScDUaVocKbGDuLKBmcpKshgn64qo96w00IjEaxjd7BSUFeLIrP7e2nQaNEzlq1lXSmw1VJ/fTSnAKU15sZ1sEGHET2839nc4XBgy5YtcDqdGDp0KOLj45u9zpdGVDXEmZqaimXLliEjIwMLFixAdnY25s2bh//93//Fc889h3vuuQeRkZEwGo0wGo1wuVzYvHkzvvrqK4SEhDTazP2VnVtO4sRResrJk3+8DRqN2vOLnAaCg4Px8MMPo0+fPvjwww/xySef4IsvvsB3330Hp9OJLl264OLFi6irq2u8Rg2oUmALgvA0gH8DyAIwgRBScZUPaaAhQ91S14IwxXUcDucGEAQROm0CHE3GczmlAmjEq1ZfcNqIwLSI053SfWlMV5WzhlpHqKzBGQDkKTLYKSrIYHvaw9mKWWX2um98PPQMO2I7JQl7LtA9MNQynmuTIns9ulc6DDrvP3Zu2bIFc+bMgUajwRdffNFidstXxHVzPP744xg0aBCWL1+O1atX4/z58/jLX/6C1157DRMnTkRkZCT0ej2ys7OxZ88eAMBLL70Ek8l/e/46nS58/O7P1N7Qm7th4NBOjCLi3CiiKGLo0KEYMmQIZsyYgbfeegslJSXIzMzE6dOnYTKZ8Nvf/hZ/+MMfEMq44WQDqhPYgiDMQ/1IrUzUi+uSq3xIU05f/r2lp/wGb1JLNdocDuca0WmSKIHtcBUgSMcFtrdQCuxAyGA7PGqwfSmDrZiBrUKL+CWPGmz2AvuUyuuvWc+/Pp5fhDq7++ciKtiInglsDyGA+mzwlmMKezij7uHvvfceKisrsXDhQowePRpA/cxorVYLWZZRWlqKbdu2IS4uDuHh4YiMjERSUhIMBgNkWWY6S/d6GDRoEHr27Inp06djw4YNWL9+PY4cOYLvvvuOus5oNGLBggX43e9+xyhS77D26/0ozHPf00SNiCfmTWQYEae1iKKIKVOmYOzYsSgtLUVeXh7Cw8MRERGBlBR1zTNXlcAWBOHPqK+7PgLgVkJI2XV+iq2Xf58oCILYtJO4IAihAEYBsALY0xbxcjiBjE6TSK2dUhGjSAITD4s4nC1c6T94NDnz5RpsnTpO2Rtwyi4UWWlzlxqanCkFdk+VdRAfnMBWYCvHc43snApRZJ+JzcotRkGF27Vh0Gkwqme61+M4deoU1q1bh4SEBDz99NON+1qtFuXl5XjxxRexbt065ObmghCCuLg4DB06FJMnT8acOXMQFqa+g7ArYTQacfPNN2PYsGGYN28ejh8/jrVr18Jms8HlcqFPnz4YM2YMBgzw7xrk2horln20ndqbPH0QOqazPaDjtA0mkwkmkwlpaWmsQ2kR1QhsQRD+BuDvAA4CmHglW7ggCDoAnQE4CSGNAxYJIecEQdiI+lnYTwNY2OTDXgFgArCEEGIGh8NpFTqtUmAXMookMBEF+vYdGBls2iLuSzXYyi7iarOIF1iqITepdo41hMKoZXuAQQjByUp6BjZLgW11OnGylBb8rDPYu87R9aUjO6mj/nqzwh4+skcagg3eb7y2evVqAMCjjz4KoL4eW6/Xo6SkBPPmzcOKFSsAAAkJCZBlGSUlJfjhhx/www8/4OOPP8a7776LkSNH+lR9NgDodDrExMQgIyMDGRkZjf/vQGHFJ7+grsY9Hs4YrMeDv81gGBEn0FCFwBYE4SHUi2sJwA4AzzZzI8shhHx2+c8dAJwEcBFAmuK63wHYDeBdQRAmXL5uGIAM1FvDX2j7/wGHE3jolRlsFxfY3iQQBbayBtu3BDZdg622DPYlczm1Tjaxz17nmatR63R/z0N1BiSHtNRipf05WlwEqclc1dTwCEQHs5tlXmO14Xg+7RxSQ/01IQSbFfbwWxh1D8/MzAQATJgwAYB7RvTnn3+OFStWoFevXnj88ccxePBgpKen4+TJk/j888+xatUqHDp0CAsWLMDy5cthNBqZxN9W6PV6nzskuFGKCiqxZsVeam/WwzcjMlp9jSU5/osqBDaABt+QBsC8Fq7ZDuCzq32iy1nsIagX7JMATAFQCOBdAK9cR8M0DodzBXQauhOrUypmFElgIoBurCQTz5mn/oY/ZbDVNqYrz0J3EO9oimYUiZuTFZ711ywFgoc9nHH2es+FXMhNBH/X2GjEh7EXEWcLy5FT4n49aTUixvT2vj3c5XI1dgwvKal/LRkM9feMJUuWAAAWL16MMWPGAKg/GEhOTsatt96K8ePH449//CPWrFmDTz75hLKX+yqBIK4B4LP3NsPpdL8fxsSFYcb9IxhGxAlEVNG5gRDyMiFEuMqvcU2uz7m8l9bC58slhDxCCEkkhOgJIamEkD9wcc3htB06TQK15jXY3sUjgw3/z2B7CuwgRpFcP5Uq7yKuzGCrYUTXqSr12MMB9TU4U47nGqmS8VzK7PWwbh0RFuzdn1VCCLRaLSIj61/Hu3btAlAvMjMzM3Hu3DkMGDAAY8aMacxqC4IAQggIIXjkkUfwyCOPAACysrIaPydH3WSfLMDWDcepvYeeGo8gY+DY4znqQBUCm8Ph+B5ahcB28Qy2VxEFOoNNAiKDbaPWvpLBdshOmF3uekARAsJUNgc712NElxoz2OwEtkwIDhepW2CrwR4OwKN7+C39u3g9hoZs7R133IGEhAQsWbIEX375JQCgrKwMWq0Wffv2BQA4nU6PjwOAmTNnQqfT4dy5czCbzQGTAfZVCCH4f//eSO2ld43HhNv7M4qIcy0QQpB3/noGRvkGXGBzOJwbQqeJAeB+4HDJ5SDE/ztZqwUPi3gAZLDtPiqwPUd0hUIjqOvtN1cxoqujCmdgs8xgX6isQJXN/foL0evRLTqGWTyXKqqQV+V2Reg0GgxJTWYWTwO5ZVU4ne92HoiCgHF9OzOLp1+/fpg0aRKcTifefvttbNq0CePGjUO/fv1w8uRJOByORtt4A5JUf1hZU1MDp9MJo9Ho1/Oi/YUDu8/iyP4L1N7jz06ERqOuey2HZvO3+/HbjP/Dl+/+BEmSr/4BPgJ/1XE4nBtCEHTQinSWyyld72Q9zo0ieGSw/eeNqTkkIsHV5ABHgOAzArvCQY+/Ulv9tURkjxrsFMYC2+x04GKtOyYBQPcIdoJWWX89MCERIsOM5m5F9npwxyQE673fpVuJMns9qHMHRIWwawQHAG+88QYmTJiAAwcOYOLEibjrrrsgCAIOHDiAF154AZWV9Gtfq60vv/n8888BANOmTfN6zJzrQ5JkfPzuz9TewGGdMGSk990TnGunIKcUi1/4GrIk4/M31mH+vYtQWlB59Q/0AbjA5nA4N4xWQ8+U5DZx7yEobt8E/i2wm2tw5iuWzQplB3GVCexiaw2csrvEIEIXjDAd267Jp6pK0bTiNT0sCsE6dnWU6qu/9o3xXOP7sRU4siwjJiYGn3zyCR5++GGEhIRgzZo1yM7OBlAvohcsWIBjx46hrq4OFRUVqKysxOuvv46vvvoKCQkJmDVrFtP/w5XgdeH1bFl/DBfOup8/BEHA489OZBgR52q4nBLeeOZzWM3u9/YzRy7CUme7wkf5DmrpIs7hcHwQnSYONufJxrVTKr3C1Zy2RFBYjP09g+1Zf+1DDc4UAjtKZQLbo8GZGuzhFeqxhwPqEtguScaeC7nUnhrqr0uq63A0hx7XOIGxwBbF+vtkSkoKFixYgEGDBuHLL7/EqVOnIAgCSktL8frrr+Of//wnxo4dC61Wi9OnTyM3NxeJiYn4y1/+gpAQdfVLaKC8og7PPLcM06YMwNRJ/REa6jv3xLbEYXfiP+9vofYyJvVFlx6JLXwERw0sf2cDTh+mnThPvHQXUrv5x/eNC2wOh3PDeGSwZS6wvYWoqMEm8O8mZ3bJSq0Nou/MpfXIYOvUJbB5/fWVqbbZcLbS/TUSAAyIZ/cQeLygCLV2d9YnwhiEnglsDyAAYOuxc9S6d8d4JESy65bfdO6zLMuIjo7G73//e2RkZGDjxo3YuXMncnNzUVRUhLy8PGzbtq2xk/iQIUPw0ksvYfLkyczivxqr1x5CQWEVlny8Df9ZtgsPzh6JOfcOZx2W11mzch9Ki91lODqdBg89NZ5hRJyrcWL/eaxcSDekGz6xD6Y8MIpRRG0PF9gcDueG0Yp0TaSL12B7EdoeTeDfVkGbrBDYGt/J1nhksA3hjCJpnouKDLYqZmArBXYUOwF5SNE9vHtMLEIN7Or/dzdjDxdF9uUSyvpr1tlrQRBQUVGBqKgoiKIIWZYhiiJ69+6N3r1746mnnkJmZiYuXbpU38k4Lw8OhwNjx45Fp06dEBPDrub/athsTqxZd4RaG43sa/C9TW2NFSs+3UHtTb3nJiR0YD9mkNM85horFjz7OWTZ/cwSGReGPyyY7TNlX9cCF9gcDueG0WroB3GXVN7ClZy2RlAIbPh5LZ5doi3ivpTBLlc0OVObRVxtGWyZEJxSUQZbaQ8fmMDWwrj7vHL+NXt7eLXZhv1nadv6hP5dmcSya9cufPrpp8jLy0NSUhJGjx6NWbNmNXYCb5h7HRQUhCFDhmDIkCFM4mwNGzefQE2N+9AxJMSASbf2ZRgRG776bCfqmnwdgk0GzH50DMOIOFfj/b99g+Jc+j3nubfnICKandulPeACm8Ph3DCeFnGewfYaQmBlsO3+lMFWmcBW1mCzzmBfrK2ExeXuGB+hD0JiMLuHL6XAHsyw/rrOZseRXLrOWQ0NzrafOAepSUaqU0IU0uK8n0X8+uuv8dRTT6Giwv0Av3r1auTm5uJvf/sbXC4XdDrPTK/L5YIsy9Dr2TXSu1YIIfh2zQFqb9rkAQg2qj/2tqSspAarV+yh9mY9fDPCI/lINbXyy9pD2PztfmrvzsfGYvDYnowiaj+4wOZwODeMVqQzXS6pooUrOW2P0krl5wJbUYMd5EsZbLsyg60ei7hMZOQqRnSlMhbYzdnDWVkHXbKMI0W0oGXZ4GxfTh6kJm6V9OhIJEWwP7DZoqi/ntDP+9nro0eP4k9/+hOqq6sxatQojB49GocPH8ZPP/2El19+Gffccw969uyJffv24cSJEzh79iyGDBmCqVOnNiu61cq+gxdw8ZL7UEwUBdx1xyCGEbFh6Yfb4LC7GtdRMaG4a3bg1aD7CqUFlVj4P19Re2ndE/Ho/DsYRdS+cIHN4XBuGA+BLXOLuLfwn0qla8OzBts3BLZLllDtrKP21DSmq8haA4fsfkgN1xkRpmf7tc1SUQfxU2WlsLrcX59oYzBSwyOYxbPrvKL+WgX2cIvdid2ncqi9Cf06ez2Ojz76CPn5+Xj66afx4osvIja23mG1aNEi/PWvf8U333yD0NBQ/PnPf4bT6XZIREVF4dlnn8UzzzyDyEj11+5+8x2dvR43ugfiYtVzT/EGuTll+On7w9TeA0+ORVCAZfF9BVmW8daflqGu2tK4p9Vr8PzC30Af5DuHW9cDF9gcDueG8ajBlnkG23sElsS2SRZq7SsZ7CpnDWXfD9eFQCeq561XaQ9PDVFDg7Niat0rKp5RJM2N50pk2ohn9zm6/nqUCuzhu0/lwO50TzFIjAxFj2TvHorIsowvvvgCAPD8888jNjYWTqcTOp0Ot99+O5YsWYLFixfDZrPBZDIhMTERHTt2xJkzZ3DhwgUsXLgQYWFhmDdvnlfjvl5yLpZh/8EL1N49M3yvhry1/GfxZsiSezRlh47RuC0As/i+wvef/IIjO89Qew//eRrSe3VgFFH7I179Eg6Hw2kejSKDLUmVIH7ebEs9BNbX2aa0iGuCGUVyfZQp7OHRKrKHA810EA9mL7DVlME+qKL514XVtbhQ7rbzawQBQ9OSmcXTgLJ7+Ph+Xbx+CLF582bU1tZi9OjRSElJgSzLjbbv9PR0lJeXo7i4GBMnTsTOnTtx9OhRLFy4EG+++SZGjBiB8vJyvPjii/j111+9Gvf18u1qOnvdu2cSenZn95pkwZmsfOzYnEXtPfTUeGh1mhY+gsOSi2cK8ck/vqf2+o/sirueGMcmIC/BBTaHw7lhRMEIAW5LFoEDMrFc4SM4nBvDJisy2D4isCuUHcRVNqJLbRnsKrsVhZbaxrVWENE1nN24pMNF6hHYuxX28P7JiQgJYjcuDACckoRfTtAZ1fEMxnNlZdULrh49egCob1rmumzt37t3L4qKipCeno7FixejV69e0Gq16NKlC6ZPn46vv/4a/fr1Q11dHQ4ePAgAqjworq6xYuOWE9Te3XcFXvb600WbqXWXHokYfUsvRtFwroTT4cKCZ7+As0mtvCnMiD+9PQei6N8SVD0+NQ6H43MIggCNJhIuyW3plOQqaMT27+IpywSHcyux/ngRjudXw+6UEKzXYkhaJKb0TUSPhFC/mqmoRH2Pf+2Lr1rElQ3OovXs6neb42KdujqIZykanHWJiIZewyYzVWKuQ16NuwO8ThTRLy6BSSxiBbKDAAAgAElEQVSApz18hArs4QfP5qHWam9cR5qMGJDu/UOInj3ruxDv2LEDNpsNQUHuKQNLliwBAMyZMwfR0dGN87AJIRAEAUlJSRg5ciQyMzORk5PT+Pdq44cfj8LeRKjExYZi9KjuDCPyPkcPXMChvXRDvUd/f4sqv18cYPk7G3AuM4/a+92rdyOuA9tRkN6AC2wOh9MqtGKEh8AG2reupsLswKs/ZCGzoBpVFifMdhdkAmhEATnlZmzMKsaozjH479u6w6j3U9sYkaml4OeGJKVF3KjxjVEs5Y4qah2togZngKdFnHUH8awKRf11JLv6a6U9vHdsPAxaNo9NskzwqyKDPaoze4Gt7B4+pk8naDXevxclJycjKioKp06dwowZMzB37lz06tULCxYswLJlywAAw4YNA4BGMSYIAiRJgkajQefOnSHLsmrFtcslYfXaQ9Te9GmDmHytWUEIwafv0dnrfoPTMGi49xvqca7OyYMX8NWin6m90VMHICNAXBdcYHM4nFahEWnLq0uuauHKtqHG5sT8VcdwPL8aNVYXIow6REcFQyMKcEoEtTYn8iqt2HyqGFanC6/c0Qd6rf89hHjMvfbjbD0AWCUztfYVi7hHBtugngy2S5aQrxjR1dHENrOgrL/uFcWu/tqzwRk7e/iZkjJUWNyHTCa9Hv06JDKLB6gX/VuOK+uv2Yidbt264YknnsA///lPbNiwARs2bIAoipBlGR06dIBOp8Pu3btx++23A0Bj9rpBTP/www8AgFtuuYVJ/Fdj5+5slJa5SycMBi2mTu7PMCLvs+eX0zh5LJfae/SZW/zaqear2Cx2vDlvKWTZ/ZwSFR+G3//j3oD5fvnfUyeHw/EqSoEtydUtXNk2fLYrB1kFNTDbJXSMCkakSQ+tRoQgCNBrRUSHGJAcYURFnQN7z1dgzZH8do2HHbTAFvy8q7hVpgW20UcEdpldkcFWUQ12gbUKriZOiGhDCEJ0QVf4iPYnS9UdxNkJ7F0Ke/iw9GTm2csTucUorXb/XBr1OgzvxmZsmFarxSuvvIJXXnkFN910E1JTUyHLMsaPH4/vvvsOI0eOxPLly5GbWy/QGh7yBUHA0aNHsX37dkRERGDKlClM4r8a3yiam02c0Adhob5RJtMWyLKM/yzeQu0NH9sdPfumMIqIcyU++b+1yL9QSu398V/3IyzSN5xnbQHPYHM4nFbhKbBrWriy9dTanNh6qgSVFic6RBihEZsXlXqtiNhQA8rNDvyYWYSZg5IhtnCtryJDotYC/NQKfxlf7SJe7lBvDbay/pq1PdwuuXC2io6pF6MO4naXC5kltNgfksROYCvt4SM7sZ9/vVXRPXxUz1QE6dk9Vur1esyfPx/Tpk1DRUUF0tPTERcXB5PJhNTUVCxfvhyPPfYYnnjiCXTp0gXp6en48ccf8fbbbwMAHn/8cWaxX4kz2UXIzKIPimcE2Eiq7RtP4MJZ98+jIAh4+KkJDCPitMThHaex9rNfqL0pD47CkIzAakTHBTaHw2kV3sxg78guQ6XFAYNWvKrtO1ivQVkdQW6FBUfyqjCoY2S7xcUCoqzBFvzbkGSTlBls9Z+EE0I8MtgxKrKI55jLqDXrDuJnq8upjHpScBgiDGyydMdLiuGU3bEkh4UhzhTCJBaHy4UDF2mBNVIFDc62HqfrrzP6er97eFMIIdBqtRgwYIDH3z3++OPYuHEjNm3ahOPHj6Njx47Izs6GJEmora1FRkaGagX2t2sOUuvBA1ORnhbLKBrv43JK+GLJVmpv3G19kN6VnbuF0zzmGivefm45tZeQGo3H/zqdUUTs8O8nMg6H0+5oBLppU3tmsItrbLC7ZBivYd6lIAgI0mlgd8koqbG1W0ysIAicJmcSccEuu7+HAgQYfKCLuFmywi47GtcGUYdQrXoy72rLYJ9QNjjj9dcAgEO5hbC53N2jE8JCkB7D9sAwp6QS54srGtdaUcSY3ukMI3I3LXM6nR5/l56ejhdffBE9e/ZEcXEx9u/fj6qqKtTW1mLMmDFYuHAhunXrxiDqK1NZZcaW7SepvZl3BkaTqAY2rTuC/Evue5WoEfHgbzMYRsRpiSWvrEJpgbuvhyAIeO7tB2A0sR0nyAKeweZwOK1CI9JZHVmubeFKTltCiMIi7scZbKtyRJcmGKIP/H896q/1Eapq8KLsIJ5mYjdvGmimg7iaBHYCw/nXzYznYv062qpobja4SweEBbOr3y8pKUFISAiCg4OhaWGs27Rp0zBt2jRs3boVP/74I0wmEwYNGoTBgwcjKSmpsfGZmli7/iicTve9PikxAsNu6sQwIu/icLiw7KPt1N7EaQPQoSPbw0COJ3s3ZeLnlXupvRlPZqDP0MDs8s4FNofDaRWiqMhgk/YT2PFhQTBoRdTaXLha/oYQAptTQrhRh7gwto2b2gOiqMEW/fh2bpXqqHWwho1V93pRc4MzAMipU5dFXDkDm9WILkKIx4iuwQwz2J711+zt4dtUYg9fvXo1Pv74Y9TV1aG6uhojRozAAw88gBEjRgAAJZobRnJlZGQgI8MzA6o2ce1ySfh+3WFqb/rUgdAE0GiuDasPoqTIXXam02kw54lx7ALiNEttpRn/fn4FtZfSNR6/+e/bGUXEHv99IuNwOF7BM4NtbuHK1jO6aww++kWPsjoHHC75inXYFocEURCQEhWMAcnqqXttK2SPDLb/NjmzuGiB7Qv11wBQruL6a4vLgWKbu5xDhICUYHYjugghOOkxoouNwL5UXY1yq9s1EazToXsMm5rXaqsNmQV0Zn94OluBXVZjxtGcQmovo693s1TFxcX44IMP8Morr1D7R44cwfbt2/H6669j6tSplGhuyGxLkgRRrJ88ocasdQM7dp9BWbn73hcUpMPk2/oxjMi72KwOfPn/FM2yZgxBXIK6Dio5wPsvfovKkibvJxoR//XOg9AH6RhGxRYusDkcTqsQBVrsSKSuhStbT2iQDhk94lBWZ0dRja3FTuIOl4zSWjtiQw2Y3CfB7zqIA4BMXNTanzPYFkWDM1/JYJcqBHasQT2N9i4p7OFJwRHQa9i9hvLqqlHrtDeuQ3UGpISweZBW2sP7xydAK7LJGu69kEsN5OsWF4PYULYHTNszz4M0CapnchwSIkO9GsOiRYvwzjvvAABmz56N6OhoOJ1O7NixA1lZWXjyySfxySefYNKkSR4f2yC0CSGQJAlarTrvnavWHKLWEyf0RmiI/7mxWmLdtwdQ0eSAwWDQ4b5HRzOMiNMcuzccw9bv6DFy9/7+VnTrz95pwxJ13lU4HI7P4M0MNgA8PCoNWQU1OJZfhUsVFoQbdQgL0kIjCnBKBDU2J2psLsSE6DGsUxTuHNChXeNhhQyFwPbjDLbSIu4rGewyeyW1jlZRBltpD08LYVt/rWxw1jMqjllm8WCRehqcedjDO7N/aPXoHt7Pu9nr2tpaLFy4EGazGcuXL8e9994LQRBQV1eHHTt2YP78+Th27Bjee+89jB07FgaDAWIzBySCIKhWXJ89X4LjJ/KovbumBc5oLqvFjpWf7aT27rh3KKJivHuQw7kyNZVmLJq/ktrr1KsDZv/hNkYRqYfAKeTgcDjtgjKDLZP2FdhhQTr8Y0ZfDO8UjaSIILgkGZcqLDhXakZ+Vf2s5ORII27pGY8Xp/a+6jgvX8Ujgy2o80GxLVBaxIO1vprBVo/AVjY4Y91BPKtS0eCM0fxrQF0dxHerrP7aYndg7xk6pow+3hXYK1euRE1NDWbOnIn77rsPsiyDEIKQkBBMnjwZH374IYKCgrBu3TqsWrWKEteuy93YV65ciQEDBmD79u0t/TNM+e57ejTXwP4dA2o01/cr96G60v0sYQzW457fjGIYEac5PnjxW1SWuvvuaLQi/vjW/dDp/fd55FrhXwEOh9MqRIEeOyTLlhaubDsiTXr86+7+OJxbhfXHC5GZXw2bU4LJoMWQ1EhM7puIHgmhqq2tawtkQo+iEQX/rXWy+GyTMzqDHaMii7jaMthZivrr3ozqr2vtdpwuK6X2WHUQz6+qwcUK9yGNThQxuCNbR87uUxfhcLn7P3SIDkPXJO++dtauXQsAePTRRwG4G5kRQkAIwdChQ/Haa6/hueeew0svvYSZM2ciKKjeWt1gD//yyy9x7Ngx5ObmejX2a6G21oZNW7OovUDKXpvrbPj6i13U3vTZwxEe6RvOpUBhz8bjHtbw+56ZiC59UhhFpC64wOZwOK1CFBUCm7S/wK7/dwUMTo3E4FT1iBZv4pnBDhyBbdKq3yZICPHIYMepWGCnq8wizqrB2ZHiQqrmuUtkFMKD2NS9Ku3h/ZMTYTLomcTSgEf38D6dvXqQWVFRgdzcXOj1egwYMAAAGm3egiA0Cu05c+Zg6dKlOHz4MD777DPMnTsXsixDFEUUFhZiw4YNMJlMuP/++70W+7WyfuMx2O3u+3tcbChGjujKMCLvsmbFXtRWWxvXwSYDZj4wkmFEHCW1VRa8+z+e1vB7n5nIKCL14Z/eSQ6H4zU8MtjE2sKVnLZEUmSwNX4ssM0uevSbL2Swa10W2GVH49og6hGiDb7CR3gPQghylDOwGQrsCpsFhRb391gniugaziYeNdvDRzC2h7skGTuyLlB7Y73cPbyyshI6nQ4pKSmoqKho9hpBEBAXF4d7770XAPDxxx+jvLwc5HJntlWrVsHhcGDmzJnN1mazRJYJ1vxAj+a64/aB0AbIaC5zrQ3fLt1N7c2YMwKhYUZGEXGa48NXVlFdw7k13JPA+InlcDjthijQ2R2ZWBsfZDjth0wc1DqgBLYPZLBLFfbwWEOkakoWSu21MLvcHbuDNXrEGth9TZX28K7hMdBr2DTtU4vAlmWCPSoT2EcuFKDKbGtchwUbMKiTdy3rqampOHPmDM6dc2fSW3q/efrpp9G1a1ccPHgQP/30E2UPB4DHHnus/QO+TvYfPI+CwiZlAToNbp8UOKO5vvtyD+pq3a+xkNAgzLh/BMOIOEr2b8nCpq/3UXuznr6VW8MVcIHN4XBahSBoIaCpuCMgcLR4PadtkBQCWxTYWkfbEw+LuEb9ArvERmfX1NTg7EIz9dcsxb/SHs6q/lqSZRwuouc7D2YksLNLylBhcbuBTHo9+nVIYBJLA0p7+Ohe6V7PrIqiiOeffx4DBw5EXV39faG5167L5YLJZMIzzzwDAPjnP/8JADh16hR2796NhIQEjB6tvpFP362ls9fjRvdAZERg1B7X1Vrx3fJfqb0Zc0bAFBo4o8nUjrnWinf/vILaS+2eiPue5dZwJVxgczicViMostiE2Fq4ktNWKAW2xo8FtjKD7Qs12GXK+uugKEaReMLrr5snu6IcdQ73z1VEUBA6RbL5vint4UPTkpnahAkh2JZJC+xxXu4eDtQL7Pnz5+PgwYMYPHhwi9dptVrIsozZs2dj0KBBOH78OH7++Wd8/fXXAICHHnrIWyFfM4VFVdi7n/4aT582kFE03me1MnsdZsT02cMZRsRR8sn/fY+yJg4LURTwxzfvh97gvw66G4Wb5TkcTqsRBQNk4hZBMrHDf6cyq4NAEth1Ug219gWBXWJXZrDV0+BMmcFmLrAr1ZHBVtrDByYkMcvsKxucsbaHny+uQG5ZdeNap9FgVM80r8dBCIEkSdBqtVedYS2KIqKjo3HPPffg0KFDePnll5Gfnw9AnQL7+/VH0NTt3rVzPHr1YNcDwJuYa234bvkeam/mAyNgCuHZa7Vw7NdsrFd0d5/x5Hh0H5DKKCJ1o4oMtiAIdwuCsFAQhB2CINQIgkAEQVh6A58n5/LHNverqD1i53A4gKAQd4Rwi3h7I8lKgW1gFEn74pQdcMruemGNoEGQqI5mYVeiuRpstZBTR4+hYtngzOpy4kINfRjRk9EMbLXUXztcEg5czKf2WM+/VtrDh3ZLgSnI+4d6giBcVVgrefDBB9GtWzf8+uuvuHTpEnr37o0ePXq0U4Q3ht3hwvqfjlF706cNVE3fhvZm9QrP7PWd9w5jGBGnKXarA//+b9oa3iE9Fg88N5lRROpHLRnsvwLoD6AOQB6A1tz5qgG808x+XTN7HA6nDeAC2/tIxE6ttaJ/Cuw6lyJ7rQnziYdOZQ22uiziyg7isYwiAU5WlkBukrZLC41EqJ7Na/mgQmCzqr8+ll8Ii9M9JSA2xITOsWxfP9szz1Prsb07MYrk+pAkCUlJSXj88cfx/PPPA1Bnc7PtO06jusloqpAQAyaM68UwIu9hrrVh1TK69ppnr9XFsrc3oCCHPpj9w4LZMBj91znXWtQisP+IemF9FsBYAFtb8bmqCCEvt0VQHA7n2lAKbFkh/jhtj0tR5+6vGWyzUmD7gD0cAEoUGew4gzoEttXlQIG1SQ0dBKSa2MXmWX/NJntdZrHgYrX766IRBPSLZ9NU7NfzudR6RKcUpodK5bUWHLtIN38b19c3BHZD5/BHHnkEZ8+exZdffqnK2dffr6Obm026tS+CggKjrnXNyr08e61izmbm4tslW6i9239zM/oO78IoIt9AFRZxQshWQkg24bN9OByfhO4iDhA4W7iS01a45MAQ2B4ZbG0Yo0iuHYfsRKXDHbcIAdGGcIYRuVHOv04KjoBBw+5BPkslHcQPK7LXPWPjEKxj83XZc4Guvx6eztYe/suJ81RtcM/kOMRH+MZBVwPR0dH44IMPkJubi7g4Noc4LXHufAkys+iSgDumDGAUjXexmO34VpG9nnH/cJ69VgmSS8I7//UlZElu3ItJjMAj86cxjMo3UEsGuy0xCILwAICOAMwAjgH4hRAisQ2Lw/FfBIG+lRDiYhRJ4KC0iOtEI6NI2pc6VzW1DvEBgV1qo7PXUfpw6ER1vN1eUNRfM29wppIO4geLFPXXCYlM4qizO3A0j24Zw7rBmYc9vI9vZK+bIsv1AiEsTH33jzWK7PWgAanomBLNKBrvsvarfairaTKOLiQI0+/jncPVwncfbcO5zDxq7/f/mAVTqH8+b7Ql6njHb1sSAHyh2LsgCMIjhJDt1/pJBEE42MJfqaszBoejAjwy2FxgtzvKDLZW8M8Tf2UGO0SrjkzwlVB2EI9XUf21ZwdxdvXXTlnCqUpa8PeJYmPLVjY4G5zUgUkcBy7mwSW7s0WpURFIDGeXLbY5XPj19EVqb5wPCWxJkqDRaCCKqjBsemCx2PHzlixq747bAyN7bbM68O3S3dTe9NnD+NxrlVB4sQxL31xP7Y25YxCG3dKHUUS+hTrvODfOpwAmoF5kmwD0BbAEQBqAHwVB6M8uNA7HfxEE5VAubhhpb5zESq01on8+lHgKbPVbU4sVDc5i1SSwa5UZbHYC+1x1ORyy+14RZwxBrNHk9TgckoTjxXQmfVACmwZnyvpr1t3D92Vfgs3hPjCNCw9Bj2Q2FmtCCBoqCZv+uTlcrvqYV6xYgX/84x/Ytm0bzGazV+K8HjZtPQmr1d0UNDoqBDeP6MowIu+x7tsDqK6yNK6DTQbcdf8IhhFxGiCEYNFfvoLd5i73CwkPxtxXZjCMyrfwqww2IeQVxVYmgLmCINQBeA7AywDuusbPNbi5/cuZ7UGtCJPD8TsExdRrwgV2u+OSaYHtvxlspUU8glEk145SYMerpMEZAJxXWMQ7hbKziGeqpP76ZGkJ7JJbRMabQpAUyuYgR1l/zdoevq0Ze7g3G64RQhr/vab/btM/y7LskaFuGOX1yCOPQK/XIzk5GWvWrEH37t29EPW1QQjxsIdPua0vtFrlgbX/4bA78c3n9EzlabOGIjSMW4/VwNbvDuDQ9lPU3hMvTkdkrPpKLNSKXwnsK/AB6gX2GNaBcDh+iTKDzVsetDvKLuI6H5gNfSPUKgR2qC9YxG10IzG1WMRdsoSLiiZnnRhmsJX116wEtnI816DEJCZduyvMFpwudlv4BQBD01K8HkcDhBD8coIW2N62hwuCgMLCQmRnZ+PIkSNIS0uDLMuIiIhAr169EBcX1yiuGzLaDd+7CxcuQKfTwWKx4MyZM6oS1wBw8nQhzp0vaVyLooCpkwPDHr5hzSFUlLun5xqCdJgxh2ev1UBNpRlLXl5F7fUf2RW3zuKd3a+HQBHYDXcw73vPOJwAQFBUmxDILVzJaStcsoVaa/22yVkVtfaFJmfFHjXY6mhYlG+pgrOJJTtKb0K4nt3BzIlyuplXH0YCW1l/PYjR/Os9F2h7eK/EOEQEs3OmnMorQWm121YdpNfipq7eE/xmsxkffvghFi1ahJycnEYBHRUVhaioKMTHx2PgwIGYNGkSxowZg5CQEOrj09PTYTabsWPHDhQWFjb3TzBl7foj1HrYTZ0QH6f++1trcTpd+OozOns99e6bEBHJH9HVwMevrkFNhfvnXmfQ4pnX72U6KtAXCRSB3XAsdv6KV3E4nBtEeePlE/faE5m4IBFHkx3Bby3itU5ftIirM4PtaQ9nl72WCcFJRYMzFhlsQohngzNGAvvX8+qyhyu7h4/ongqDznuPjfPnz8eiRYsAAB06dECPHj1w6tQplJSUwGw249y5c9i1axe++uorDB8+HHfffTcmTZqEmJgYSJIEWZah0+kwevRor8V8rdTW2bBl+0lqb1qAjObasv4YSovd93WdXouZD4xkGBGngeN7zmLjyj3U3uxnb0OHTuoabecL+JzAFgRBB6AzACch5FyT/d4ACgkhFYrrUwEsurxc6rVAOZyAggtsb+JUZK91YrBfni7LRPZochamU7fAtksOVChmYMeqpAbbc0QXO4F9qbYKtU73qLkwvQHJId63/xfU1aLI3MSqqtGiVyybh0llBpv1/OvtJ9iN59qyZQsWLVqElJQUvPDCC7j99tsRHh6OkJAQHDlyBLt378bevXtx9OhRnD17FmvXrkVmZibOnDmDP//5zzCZTNBo6kuXmqvRZs3PW07Abm/SPC42FMOG+E539htFkmSs/GwntTfpzoGIjlV/80p/x+lwYeH8ldRex24JuPupCYwi8m1UIbAFQZgOYPrlZcOMjhGCIHx2+c9lhJD/uvznDgBOAriI+u7gDdwD4H8EQdgK4AKAWtQL8dsBBAFYD+Bf7fRf4HACHC6wvUlzAtsfsUh1kJs0zAsSjdCJeoYRXZ0SOz0DO9oQAa2ojqZF5xUdxFnWX2dW0Pbw3lHxTA6JlNnrfvHx0Gu8//3Kq6xGbmWTrJ4oYlBHNpl0ACiprkNWbgm1N7pXutf+/Y8++ggA8MILL+DJJ58EUD9yCwAGDBiAAQMGYO7cuTh69Ch++uknrFixAseOHcOrr76K77//HkuXLkWfPvXjhNQmrgkh+GH9UWrv9kn9odGoK872YMfmLORfcjt8NBoRsx66mWFEnAa++WAzcrPpvhjP/ONe6PSqkIo+h1q+agMAPKTY63T5F1Avpv8LV2YrgO4ABqLeEm4CUAVgJ+rnYn9BrjTTgcPhcHwEp0yPm9GJ/lm7Vuuk669DVZ69BtRrDwdU1kG8nH6QU8v8a1b113sV2ev+KYkI1uuYxAIAO05coNZ9UhMQE+ad+4zNZsOePfU21ZkzZwJwz7MG6jPSQL1wHjhwIAYOHIinnnoKn332Gd555x0cO3YMb7zxBt5//32YTOq7N2adKsD5HPfPoigKmHJbP4YReQdCCFZ88gu1N35KP8Qlqv++7u8U5JRixb83Unu33TccfYZ1ZhSR76MKgU0IeRn1I7Su5doceKbLQAjZDmB7W8bF4XCuFeXZlf/ZldWEZwZbfQ+RbUGNi84Gh/pA/XWRQmAnBLETsU0hhDSTwWZXV3eiQh0NzpQdxJnVXysE9gjG9nBl9/Cxvb1nXy4uLkZUVBTMZjNKSkoQFRVFuRuaZqRlWYYgCAgPD8cf/vAHxMXFYe7cuVi6dCmmT5+OGTPUN7f3hx/p7PWIoZ0RG+P/Fum9O87gQpMMqSAIuPdh9dXHBxqEELz/12/gsLtnXodFmfDoC3cyjMr38X8/CofD8QJcYHsTh1xHrf3VIq7MYKu9/hrwFNhqyWAX22pgkdyN8UK0BsQFsXmoJ4SoYkSXxenEyVLaBj0wwfsCmxCCvR7zr9mN57I5XNhzmo7HW/XXhBCkpqYiNDQUZWVlWLVqFQRBaNHmLYoiBEFo7DA+e/ZsPPbYYwCAgwcPeiXm66HObPdobhYIo7kIIVj52Q5q7+YJvZCSpo4DyEBm57ojOLCNfk0+/rfpCONd3VsFF9gcDqfVeI7l4gK7PXEqBLZeDGnhSt+mxklnsMO06hCrV6LIWkat1ZLBPldLC8lOobHMGuMVWmpRYbc2ro1aHdLDvP+9PVZcBKlJ5VhaRCSig71/WHW2tByldW5XSrBOh74d2FjmAWB/di5sTncDrviIEHRL8s7ruOE1+bvf/Q4A8Le//Q2vvfYaiovrD2QIIY0WceXHuVz1MU+ZMgUAkJWV1ey1LNm8NcujudnQId6rbWdF5uGLyDpKuzTue4Rnr1ljqbN5zLzuO7wLbrl7KKOI/AcusDkcTush9EOMAHU0dfJXHIoabL8V2C7fq8H2tIirYwa2UmB3ZmgPz1TMv+4VGQcNg0ZUarGHK7uHD0ntAB2DRmsNKO3hY3p38vphzOTJk3HPPfdAq9Xivffew7/+9S+cPn2aymY3Fc+yLDdmsbOzswEAKSkpqmtwprSHT7mtX0A0N1N2Dh8ysgu69EhkFA2ngWVvb0B5kbu5okYr4un/u8cvp5J4G///qeZwOO0OadLpGQAgcIHdnjikWmqt81eBrcxg6yIZRXJtEEJQZFNksI0qyWCraAZ2ZoWywRmb+mu1Njgbls7OHk4IwS+KBmfe7B7eQGhoKP71r3/hzjvvRFFREd58800MGDAADz74ILZvr2+301Q8i6IInU6Huro6LFmyBABUV399OrsI2efcr/1AaW527kwR9u/KpvZ49po9F04WYPX/2+Vag5kAACAASURBVEbtzXhyPFK78YOPtkAVTc44HI6vQwtsgZ/dtSvKGmy9JkAEtlbdArvGZYZVcs92Noh6ROrU0bxITSO6lA3Oekd73w4tE+IhsAcmeP/BUpJl7MvJo/ZGdGLX4Cy7oAxFVe4DvCCdFkO7sRH8KSkpWLp0KW699Va89957OH78OJYtW4Zly5YhISEBM2bMwMiRIxEUFARZllFXV4c333wTJ06cwJgxYzBu3DgmcbfEug109vqmwemIiw1jFI33+EqRve7VPwV9BqYyioYD1B+kLf7r15AltwskrkMk7p93G8Oo/AsusDkcTqshxEWtBYHdeJlAQJnBNoj++ZBW7aqg1uEqz2AXetRfRyOv0opqqxNajYDkyGCEGLz/tttcB/HOoSwt4uwz2BcqK1BttzWuQ/R6dIv2vtsgq7AENTb3oUy4MQg94tkdfuzIorPXQ7ulwMhwXJjBYMCTTz6JKVOmYO3atfj555/x66+/oqioCIsXL8bixYsRGRmJykr3YdykSZMwf/58ZjE3h83mxOatWdTe7QGQvS7Kr8QvP2dSe7MeuplbkBmz5dv9yNx7jtr77SszERRsYBSR/8EFNofDaTUETmot8FtLu+KQaYGtF9WRJW1LCCHNdBFXd5OzQistYkvLdXhi5wG4ZAIBQIhBizHdYjGtfxK6xHnPdVBiq0Wtyy0mgzV6JBrDvfbvU7FY61BsdTsw9KIGXSO8L2wPNJO9Fhk89Cvrr4emJUMU2YkPZf01C3t4cyQnJ2Pu3Lm49957cfToURw+fBj79u3D1q1bodFoMGjQINTW1uKpp57CnDlzEBvL7pCiObbvPA2zxd3FPzIiGCOHd2EYkXf4ZuluyLK7kWDHTrEYNrobw4g45horPv6/76m9IRm9MOK2vowi8k/4UzCHw2k1PIPtXexSDbXWa/xPYFukWriI++DGIBoRpDEyjOjqKBuclZRrUVZpgV4jQiZAQbUVRTU2bDpZjGfGd8GkPt6xJKupg/gJRfa6R2QsdKL3ezaopf5aKbCHM6y/rjJbcSyHtu+rRWAD9Z3Co6KikJGRgXHjxjW+hk+ePInw8HAkJbH5Hl4LSnv4pFv7Qqv1714l1ZVmbFxzmNqb9ZubVdd4LtBY+taPqCxxP0PoDFo89feZ3FXQxnCBzeFwWg0higw2F9jtil2mBbZB438W8Wqnb9nDASDfQmewdc5QpEWbGjOjTklGlcWJSxUW/HtTNoL19Rnt9uZcnaKDOEt7uKL+ug+D+msAOKwCge1wSTh0KZ/aG5HOrv5618kcyE3GlnVNjEFilDrvLU3FQM+ePRlGcnVy8ypwLJOus5880f+zhWtW7oXd7n42iIkPw7hJfRhGxLl4uhDff/oLtXf33AlISleX48Mf4MdIHA6n1RDioNYC9IwiCQwcigy2P9ZgV3kIbHXbwwHgVGUhtQ4i4ZTtWKcRERtqQLhRh8JqGz7acR4uqf3n9J7zqL9m9zB1XDGiq0+U9wV2lc2Ks5Xu15coCBgQ7/0GZ8fyC2FtMm86NsSE9Bh2B0k7FN3Dx/RWT/bal1m/8Ri17ts7GR1T1DG+r72wWR1Y+9V+am/G/SOg0/G8HisIIXj/xW89GpvN+v2tDKPyX7jA5nA4rUaGnVoLAm+U0Z7Y5WpqbdCwqadtT2oUAlvt9deEEJTYaYs47M3XWUcYdSAACqts2HO+otlr2pKztbQtu0som7FYAHBCBSO6DhfRByHdomMQavD+Pas5ezgrm6ZLkrHrVA61N5oL7FbjkmT8pGjyFQijuTauPYyaakvj2hQShMl3DWYYEWfnuiM4uusMtffkSzMQZOQJkfaAC2wOh9NqCKEFtsgFdrshESecsvvBRYAIvR/OwVZmsCN06s74XKyqhqSxujeIADiCm71WEASEBWlRY3Nix9nSZq9pK5rrIN6FkUW80mZFvrlJ7Z8oonuk97PpvP7ak2M5haixNOlmHhyEfml8Hm5r2bf/PCoqzY3r4GA9xo3pzjCi9keSZKxa+iu1N/XuIQg28ecCVtisDnz099XU3sAx3TFysv8f9rCCC2wOh9NqZGKj1oIQxCgS/8cu0dlrvSYMguB/t/IqBz3yKlzlAvt8NZ2ZhcN0xXnweq0Il0RQY3W2eE1bUGStRp3LLZxMWgPig9iUFBxX1F93DY+BQeN9y6hSYA9O8L7AtjqcOJpHfz2GMRTYOxXjuUb1TIOGN6NqNT9uPE6tM8b0gDHIvzOGu7eeRGG+e2yaTqfBnfcNZxgR55vFm1Ba4P6eaLQinvr73byxWTvC754cDqdVEEJ4BtuLKAV2kOh/9nAAqHbSdusIvbot4pWSwurdgj28AUIAQQD0mvZ9Gz5bq2xwxq6DuLL+ui+DBmcuWcYRhUWcRQb7cG4BnJLUuE6OCENyJLufZeX865t7pbEJxI+orDJj996z1N6Uif6dMSSE4JsvdlN746f0Q3Ss/0268BWKc8vx9eLN1N6dj45FShd2pUKBABfYHA6nVRBiA+DuPCvAAEHw7/EjLLFJldTaoIlgFEn7UqUU2Drvz0q+HuwauvEcHFcW2HV2F4x6DTrFtq+9XymwWdZfZ6qgwdmpslJYXe7GYtHGYHQM976wVdrDWWavi6tqcabA7RgRBGBkjzRm8fgLm7ZkQWrSUKpjShR69VTvKLG24MSRSzil6Jg+84GRjKLhAMDHr62Bo0k394iYUNw/bxLDiAIDLrA5HE6rkImVWosit4e3JzapiloH+aHAJoSgyqEU2Oq2iJfYaUu7cIUMtlOSYba7EG7UYVKf9hWZzWWwWaGGEV0e9vDEJCYZ/b0qqr9WZq/7pSYiMkQdM+dlmVz9IhVCCPHoHj55Yj+/t+SuWkbXXg8d1RWpndiNBQx0jv2ajR0/HKH2Hv6fqTCFqePn25/h/fI5HE6rkImFWotC842dOG2Dp8BW/3zo68Ui1cLZZPSbXjTAqDExjOjqFFhpgV1THYQwQjweqJ2SjIIqK6JC9Li5awziw9r3QErZQbwrowx2ld2K3Dp3eYNGENCTQYOzgypocFZnsyOzgP6+DE1jWX+dQ61v7qWe7uELV/yCo2fyMf6mbhh/U1ckxflGScyZs8W4kOO+J4iigInjezOMqP3Jzy3H7m2nqD2evWaHJMlY8vIqaq9rvxTcOmsYo4gCCy6wORxOq5BlM7UWBXULIV9HaREP0vpfBrtS0eAsQhej+sxPgY3u1G2tNaLSbEF4kA56rQhC6m3hFocLUSF6DEiJxDPju7ZrTBKRcaGW/lqy6iCeWa4Q+hExCNLqvB6HGjqIH7iUD4m4M7OdYqIQH8ZmEoDTJWHvmUvU3miV1F8TQrBl3xkUldfixLkiLFzxC97577swop96DgBaQtncbOiQToiO9r9pD01Z/eUekCav687dE9D/JvV/r/yVTV/txfkT+dTeb1+ZCZE3L/QKXGBzOJxWIRGFwBa5wG5PbC6FwPbDDHalkxaFkXp1119bXFZUOtw12CJE9ItLwqVyG2psTlitEgQBMOo1iA83YUzXWPwuowtCDO37FpxvqYRNblJ7pwtGtIHNQ76yg3hfBvXXxXV1yK+lx4T1jfN+Rn/vBbpGdVhastdjaODQuXxYmtRnxoaZ0CNZHZbekxeKUVRe27g26LUY0I3d1+pacThc2LIti9qbPLEvo2i8Q22NFT+tOUztzZgzUvUHo/6KudaK/7zxA7U39s5B6H1TJ0YRBR5cYHM4nFYhy3XUWiP49yk9a6yKbtVGjbq7a98IyhFdam9wlm+ls9eJxhh88OBQHLpUiV+yy1BlcUCnEdEp1oSJvRIQG+qdLvtnahRZ47A4Zg+8ygZnLDqIK+3hvWPjYdB6/zFIWX/NssGZsv56ZM801YiirfuzqfWIfmkwBnnf9XC9/LrvHGpq3aMrw0KDMGJoZ4YRtT8/fncQdpv7oCY6NhRjJ/q3JV7NfP3eJlSWug+n9AYdHv3LHQwjCjy4wOZwOK1CIrTA5hns9sWmENhBfiiwlRZxtWewCxQCu4MxFqIoYEhaFIaksfv+eNRfh7HrIK4c0aWGBmcs7OHVVhtOFtGN54axrL8+mUOtVWUPVwjs8Te1b0lFW7HhZ9oePiGjF/R6/33cdjklrFm5l9q7Y9ZQ6HT++39WM8V5FVj10VZqb+bc8Yjr4H/PCmqGG/E5HE6rkOVaaq0R+LzL9sTqUmSwtf5oEacFa6SeXefrayHfSgumDkZ1WGyza9QxoqvKbsWlOndzPo0goFek979Gh4vYC+z9OXlo2he7e3wMIk1sOvrml1fjQrH7fqIRBQzvnsokFiXZl8qQV+x+zei0GowaqH57a0WlGXv3n6f2Jt3q3/bwnVtPoqzYXXphMOgwZcYQhhEFNp/+43s47e5RhFHxYbjnd7cwjCgw4QKbw+G0CkkhsEWRC+z2ghDikcE2atQ9vupGUGawo3TqFth5FrUKbGUHcZU0OAv3foMzu8uFzBI6jsEMBPbeHIU9nGH2epciez0gPQmhRu+UL1yNbQfo7PXQPh0RopLYrsTmrVnUaLG01Bh068LOOeINVi+nR3NNmNofYRF8mggLTh3KwfY1h6i9h/88DUaT+n92/A3u3+BwOK1CIooMthjGKJK2R5IJzhTXosrihF4rIj3GhCiTnlk8TtkCF3HX9mkEPXSi/9W8VziUGWx1W8SVGeykYPYHAnbJiUtmepZ4Z0YC26PBGQN7+PGSYjhluXHdITQM8SHe/9nZo6i/HsqwwZnSHj6qZxqTOJpDWX+d4SP28J82Z1Lr227po5qa9vbg1PE8nDxON+27a/ZwRtEENoQQfPT376i9zn2SMeHumxhFFNhwgc3hcFqFJFdTa38Q2Ga7C+uOFeLHzELkV1nhkggEAQjWazCycwzuGJCE3knen8dqlejMrlET7XcPb3bJBovkPrTRCBqE6dRbO0YI8RDYyUb2GavzdWWQm5iRk4wRCNG178ztljheXkitWQhsZf314CTvZ68rzBZkl7gPPQQANzES2A6XC/vO0GJfLfOvLxVW4ny+++ukEQWMGaj+JmHnL5Ti7Dn3vUAUBdw6vhfDiNqf777cQ60Hj+iCjunsDxgDkZ3rjiDrAN208PG/TedjuRjBBTaHw2kVngLb+8KzLSmtteOl7zORVVCDSosTMiHQa+rnGBdV21BSa8eO7DLMHdcZd/T37kO61UVnJI1a/7OHVzhosRqhi4EoqPcBocJRA6tkb1wbNQZE6dkfMp2pobPGampw1jc60esxeDQ4S/C+wN6XQ2f6eibGIdzI5tDj0Ll8WB1NxnOFm9AtSR1Oka0Ke/ignikID2VTp349/LSJzl4PHpiGmGj/LZkqL63Bjk0nqL277ufZaxY4HS58+o+11N7QW3pjwKhujCLicIHN4XBahSRXUWutDwtsq0PCy9+fwOFLVbA4JMSE6GHUaRqzxC5JRpXVidwKCxZvPYtQgxYZPbxnu7W46Ax2sFYdD8RtiVJgR+nVUc/cEnlWuq63g5HdKKymeNZfs2twllvnPoTTCAJ6Rno3w0UI8RjRxaL+Wimw2dZfX6TWo3qoZzyXsv563JAujCK5diRJxqat9Ozr227pwyga7/DD1/shSe6yi+TUGAwern6ngT+yfukuFF50Px+IGhGPvXAnw4g46k0LcDgcn8Al0QJbI0YwiqT1/HSiCFmF1TDbXegQYUSwXks9dGo1ImJCDIgI1qGw2oZPd+fA1eQBo72xSHRtslHDBTZr8i1Ke7g64vUQ2Iwy2MrsddcI7zc4u1RdjXKrpXEdrNOhe4z3baye869Z1l/TVtKbVTKeq7i8Flnn6dfu2MHqF9iHjlxEeYV7ZKXRqMeoEeqP+0Zx2J1Yt+ogtXfnfUO5HZkB5horlr+zgdqbNHsEOnb1fikOxw3/SeBwOK1CkiuptUb0zbFRskyw/nghqixORIcYoBFbzuaEG3UghKCgyoq9FypavK6t8cxg+1+tW7mHwFb3/1GZwU4OZl9/DQDZihnY3RgJ7GMKgd1PBfbw/vGJ0HpZCJTWmnGuzH2vEAUBQzp28GoMDRRW1OB8ET2ea1i3jkxiUbL94Flq3bdLImIj1d/IceNm2io9ZlQ3GIPYNcRsb7b/fALVlebGdbDJgFunDmAYUeDy9fubUVPh/l4EBesx50+TGUbEAbjA5nA4rcSlENhajW8K7NxKCy5WWOCUCEx6zRWvFQQB4UYdaqxO/Hqu/IrXtiUWF53B9keBrcxgR+vVIVhbIteiFNjsM9gVdjPK7O5smk7UINXEpl5fDQ3ODhapzx7eOzEOIUFsRufsPkXbw/umJiIsmE0tuJJtB2iBPdYH7OEWqwM7dp2h9iZO6M0omvaHEILvV+6l9m67cyCMwXwUlLcpK6zC6o+2Unt3PzUBUXHs+4AEOlxgczicG4YQyW8y2DVWFySZQKcRrqkWUacRIckENTbnVa9tKywuWnz6o8Aut9OCNcrAXrBeCU+LOPsDAWWDs84hsdCKVz40ai+UFnE1ZLAHMRHYSnu4euZfq2U8V3WtFYdP0QcRvlB/vXN3Nmx29/tATEwIBvZPZRhR+3I6Mx9nstw/U4IgYNqsoQwjClyWvb0B9ibPIJGxoZjx5HiGEXEa4AKbw+HcMPUdxN2jgEQhDKLgm7Y4g06EAEAmV70UACCT+tFdBq33bqPKDLZJq27xeb0QQnwqg22THCixuw+YRAjooIIMtrL+ulsYm1q8cpsF+eaaxrVOFNHDyw3Oaux2nC6jf24GJnhf5O9VZLBZzb92ShL2nrlE7Y3qqQ4xuOPwecjEfQPunByNlHj1H9hu2krbw28Z1wviFUqMfJ01iuz1TSO7oEOK/020UDu5Z4uxcSU9Ju3+P06C0cSdBGqAC2wOh3PDuGS6JlirUe+84quREhmMcKMOkkzgcF29cVmtzYVgvRZd470zhkUmUjM12OzFXFtS46qEkzga10GiEcGaG6+/JIS0axO6fGsxSJMDprigKOhF7zbwao4zqqm/pu3h3SJiYdB4d3jJ0aJCND0z6xoVjfAg79qhi2vqkFPuPojRCAIGMaq/Pp5TiDqb+2csMsSInsnqOMTadtD37OEVlWYcOJRD7d063n/t4VUVdR6jue64dxijaAKb/7zxA+Qm728d0mMxafZIhhFxmsLHdHE4nBvGJdH1x1rRd7taG/UaZPSIQ0G1FRUWB+JDDS1axe0uCTaXhORIIyb28s7DqVWqAIHUuDaI4dCK/nVSrbSHRxvir3t0kCQT7L1QjvXHC3GioAZOSUaQVoPBqZGY0jcR/ZLD22wckbL+OiVYHV1bT1fTtmxWGexMD3s4g/prFdjD91+ks9d9kuIRYmDj9FGO5xrZI1UV2VarzYl9x3OovXGDu7IJ5jrYsv0k5Ca2p05psejcyb8OPpvy4+pDcDrd70OJyVEYPIKP5vI2p49cxK71R6m9h/48FVodm1IgjieqENiCINwNYCyAAQD6AwgFsIwQ8sANfK5kAH/H/2fvvaPkOM8z36equjqHyTlhgEmYGWSAAAESJMEARkmWKMmydW1d3fVx2Gut116vvb5rWQ5a26sjHUu27929u3flbCVbokiQIgmSIkgQOU9CnJx7OndXdYXv/jFA93zVkwB0VxVm6ncOD/jVVHe/M53q+d73fV7gMIBSABMAfgjgK4SQ0HK3tbCwuDskzdgo/gEfG/XS1hq81TuFW7MJBBNplHrsOWJMkBRMRgSUex14anMlitz6XCgnJVrMefi1dxEXTGsE9l2Wh8/ERPzRq73onYgikpKQEGUQArDMvIndewPT2LOhFL/zbDs8jvv/+ssV2MZnAiVVwY04XWZv1IgurYN49zrtv9aO59pjYP/18f5Bav1we5MhcWg5dWUI4gLhVlXqQ2uj+T0mjmpmXz/5xGaDIik8iqzgte+foY69+PJuazSXAXz7T39MrVu2NuDA85aLu5kwhcAG8H9hXljHAYwCaL+XO2EYZiOA4wAqAPwIQD+APQC+BOAwwzD7CSH6Wf5aWKxxckvEH2yBXV/ixn94pg3/5fU+TIQFDAaT8DttsNtYqASIizLSsooyrx37Npbilx7Vb+c+LtNixW0zXszlG20Gu8yx+oxnOJnG7/7LZfSMRxAXZRS5eJR7PWAZ3DajkzEWTuG9q9MQJAV//IkuOGz3t9s/kqSfEzMI7KFEEJKaFSplDi9KHcaMOco1ONM3g62oKi5M0mXqOwzov9Y6iBvVfx2MJdE7Qm++7Gs3R/+1djzXozs35a3SpFCMjofQN0C/vp58fO0K7JMfXMPMVCSzdjh4PP3SdgMjWp+c/2AAFz6gXeu/8Dsvmv79st4wy7bTbwBoBeAH8Cv3cT9/jXlx/euEkI8TQn6HEPIEgG8AaAPwJ/cdqYWFRQZZoS/WbNyDn1Xdv6kMf/zxbuxtLkVtkQsEQEJUIEgK/E4bWiu9+OyeBnzlpS7YdTQ4S8i0+PTazFGOnE9m0/TF6t1ksP+/DwfRPxlFKq2gvtiNIrcdHDvvCG/jWJR47KgrdiOclHBmKIQfnR9f+U5XQJvBbjBBibhZysOnk3FMJmOZtZ3l0Fqkb0by2lwQcSnbb1zkdKK5WF+fiKloHENz4czaxrLYUa9/Fh0ATgzQ5eEddRUo9bkNiWUhsqLi2IWb1LGDO81fdqzNXm/trkdF+dodj/Tq905R68cOd8HndxkUzfqEEIK/+dNXqWNb97di+yNtBkVksRSmyGATQjJD3O51B4ZhmGYATwMYBPBXmh9/GcAvAfg8wzC/SQhJwMLC4r6RNAKbZ81f0rcattUX4S8/tx0941F8cH0W0ZQEnmPRXO7BE+0V8Dn1N7KKS7Rw8vDGZ0vzzWxOBnt12cZISsL7V6cRSqZRX+wGt0RPKc+xqPA5MBtP48iVCXxyZ92S566ErCoYS9GvfzP0YGtHdLUZJLC1BmcdJRWwc/r2B2rLw7dX1eie5dFmr7tqKuExqP9aO//6YZNkry9eHUM0LmTWfo8D29qMyfKvFkII3taWh6/h7PXYSBBnT9ygjr34sjWaS29OvnUFAxfo9/EXfudFg6KxWA5TCOw8cWfw25uEEMo2lhASYxjmQ8wL8L0AjuodnIXFWkRSaEFk49aO6GMYBl21AXTVBowOBQCQ0JSIr7UMNiEEsyItylZbIn7s2gxCSQlOGweeW76qwMVzIIRgLJTChZEwdjbe2xigcWEGyoKvmlJ7AB6b8dmcgag5Mthagb11nfZfa+dfG1UerqoEH2kFtknmX79/lhZu+7c1w7bC+9horl2fwsjoXGZts7E4uIaziEd+QPdet3XWoqXDmEqM9YqqqvibP3+NOrbvmW60bTfHRpkFzVoS2Hc+2a4u8fNrmBfYrViFwGYY5uwSP7qn/nALi7WIrBHY/BooETcriZwMtv6CpZDE5SgENZVZ86wDftvqxO9UVERaVuGyr5whZRgGLp6DKKuYiQkrnr8UIwlt/7U5NjxyMtgBowS21uDMeAfxnYYIbG3/tTEGZ9cmZhGMJTNrt4PH1g3Gf4YQQvD+OVpgP/oAlIe//R6dvd6zsxl+n/EbbIUgLUp485UL1LEXPrXboGjWL+//+DwG+7OfaQzD4PO/9byBEVksh7m3CO+OO2mmyBI/v3O8SIdYLCzWBZJCX0TzayyrahYIIYjLdEZwrWWwtf3X5faqVZfzZs4iy52VJXvavZcLD2sMzszQfx0U45gV45m1nbWhyVOqexyEkEUMzvQVc7PJJIYi2d5njmGwpVLf52ix/uvt9caIWq17+J6WevA6l+wvxs3RIMZnspdtdp7D3u4m4wJaBapK8O5P+6ljhx7rMCiawvPB0T5EI9nNGa/fhYNPdxkY0fpDkRX8w9dfp44d/NgObLCqCEzLWspgr8SdK6lVXYIRQnYueifzme0d+QrKwuJBRVVTUNSF+1m2B3oOtpkR1SgkNXuBwzEOOLl7K202KzP3WB4OANUBJxw2FlFBxkp/FUIIUpKCIjeP6oDzHiKdx4wCW2twtslXARurv4gaTUQQFBZkS208NgX0FfrnNdnrjvIKuHl9vRNM1X+dM/+6yZA4tGiz1zs76uF2GvM3Wi1XekcxM5s18HM6eDy8b5OBERWWV39wmlo/9cJWOAzwIVnPvPvDsxi9kfX8YDkWP//vnzUwIouVWEsZ7DtX+ks1TPo151lYWNwHOdlrrhIMY3xGZC0Sl2ix4OX1N2sqNNr+63LH6nfmH2ktR4nHjrSsIi2ry56bTCvgGAYNJW5030d//VCCjrfBY7zA7o/SMRllcKbNXneVVILTeVbu2UkzlIfT/de7Deq/TooSzt+k/x5mGc91TCOwD+40v1A9+l4ftX547ya4TL4pcK8M3phGz4Vh6thzP7PLoGjWJ7Kk4B+/8QZ17NCndqO22WrJMzNrKYM9cPvf1iV+3nL736V6tC0sLO6CtDJGrXnu/ksfBUnBewMzOHEziJggw8Gz6Kjy4ZnOKlT47z3b+KCjFdg+m/G9k/lmWqR/x9U6iAOA12HDoY5KzMbTmIikUFvkWtQkKS2rmI6JqPQ78PyWarB5dBBvcBv/nFyN0p4IRvVfX5ylhX73OjU4Oz1Ef0YaZXB27sYoJCU7G7221I+GcuO75WbDcfTcpDdjDmxvNiia1SErKn56bIA6tpbLw1//V9qOaMvOJjRsWBvTQh4Ujv7gFCaGZjNrzsbic186bGBEFqthLQnsO6O+nmYYhl3oJM4wjA/AfgApACeMCM7CYq0hyfQFrP0+RB8hBK9emsDffTSEmbiImCBBUQkYhsGxqzP459MjeLytAr/2+KaMkVVaVvHB9RmcvDmHuCjDYePQUe3DU5srUeReW9mEmERfqHv5tdd3pS0RL78LgQ0Av/BwE3rHo7gwEsZIKAW/ywa/kwfHMJBUFdGUjJgoodzrwP5NZXhxi8iJLAAAIABJREFUy73/DcdT05BJVrCU2P3w8cbPE+6PmCODrXUQ31Kmr8BOKwouT9GbDXoL7KloHIPBUGbNMYxh869z3MNNUh7+wXl69nXHhkqUF3sNimaedDqN69evo7+/H+FwGIQQeL1etLa2oq2tDb39Uwgv6Ef2eBzYvXODgREXDlGQ8PZrF6ljVvZaX2RJwT/9xU+oY09/Zi+qGvT31rC4Ox44gc0wDA9gIwCJEJKpLSKE3GAY5k3MO4X/GoBvLbjZVwB4APw3awa2hUV+SCu0wOa52nu+r388NYy/PT6I8YgAG8vA7+TB21ioKkFMlDE3m8CPxXFMRgX88ce78G7/NP7uxBCmogJiggxZJWAZ4O0+G/7+xBAOd1Xjiwc2wG5bG10wMW0Gm7/3v7UZUYmKoGYGdsVdlIgD81nsr36iG1890ocLI2FEUhJGQymohIBjGfgcNtQXu/F4ewX+3ZMt9zUGaChJC8hGE2SvU3Iag/FZ6pgRAlslBFeC9HOp94iu3plpiIqcWVd5vKj1+Ze5Rf45PWSi/usBWmDvazNHebhWYD+yw1j38JGREbz99tuIx+NIpVKQ5fnX0OzsLCYnJ3HmzBncGqU3AB7d3wq7/YG7lF4VH7zTi3g0O9nBH3Bj/xNrN1tvRt7+3klMjSwYB8dz+OyvP21gRBarxRSfCgzDfBzAx28v71wR7GMY5tu3/3+WEPJbt/+/FkAfgCEATZq7+lUAxwF8k2GYQ7fPewjA45gvDf+9QsRvYbEekWT6AtJuuzfRd3YohL/7aAhjYQFlXjt8GvMUj8OGtKxiPJLCmcE5/Po/ncdQMImJSAosw8Dv4sFzDBSVICbICCZEfPfMCCYiKfznFzavOBf5QUCbwV5rAjuUnoFMpMzaw/ngtt19Jivg5vGnn+xGz3gUr16aQM94BIKkwOOwYVdjMZ7trsbG8vvPkA3m9F8bL7Cvx6ahLvDwrHeXwMvr31ZxMzqHmCRm1gG7E40+fcuRteO5DCkPzxnPZUx5+FQ4jpuT2Qt0jmWwp9WYUWELEUQJp3ro3t5HDCwPHx0dxZEjRxAOz7u+u1wu8DwPhmEgSRIEQUA8nsSZc3PU7R5/dO1ObtWWhz/5wtY1u5lgRmRJwXf+8i3q2DM/uw8VtSUGRWRxN5jlnbINwC9ojjXf/g+YF9O/hRW4ncXeBeAPARwG8ByACQDfBPAVQsjccre3sLBYPWmZFn12271dQL5yYQxziTQCLj5HXGfvm0V1wImRuRQmowI4lkGZxwGf00aZffmcPARJwUREwLFrs/j7E0P4wv4Hv3xvOYGtqAQzMRGirMDrsKHU69A7vPtG239d4bz3DQSGYdBVG0DXfRiYrYTWQdwMGeyc8nCj5l9r+q+3lK5+3Fq+MEP/tdZB3CiDsxOa7HVXQxV8LuM/I073DENML6gyKPWhpcGY3l5ZlnH06FGEw2HYbDZ4PB7qNWu322G323FrOI60lI3Z73dhxzZzVAPkm5HBWVw+R792nv3EosN1LArE0R+cwuRwMLO28Rw+82+fMjAii7vBFAKbEPIHAP5glecOYpnhpYSQEQBfyEdcFhYWS5NW6OzDvZSIT0UFnB4MISHKaCz1LHuuw8ZBJQSyosLl4uF3LS7GnTyHqoATUxEBr1+exM/uaYCTX9ndPJxM49JoBMm0DLfdhs01fpSZQKwqahoJmS659fI1mEuk8caVSbzRM4npqABC5rNTbVU+PNddjYOt5Q9Mify0SG8g3G15uN5oHcQbTZDB7o/Sor99nfZfE0JyBLbeDuKz8QRumbT/2izu4R9coMvD929rNmwywo0bNxCNRgEgR1wvZHKaPn5wfytstrU5OeONH9LZ685tDZa5mY4osoJ//tab1LGnP7sX5TVrazznWsYUAtvCwuLBghAF6RyTs7svOxycTUCQFDh5DtwKjs5pWYVKCFQC2FY418VzsHEMZuIifnp1Bs90Li02bs0m8L0zI/jw+iyiggxFne/Z9TpseHhjKT61sw4tlb67/t3yRVweBxaU/rptFegbF/BHr/ViMiIgkpo3hGOZ+Wz2VFTApdEwXrs0ji+/2Ilij/kN36YFWmDfzYguvRGVNCZSM9QxM8zA1maw2wPGiH6tg7je/dfjsRimEvHM2sHZ0FGu7zgbbXn45uoKeJ36b9apKsGJq/RG6N62Bt3j0EIIwYcXtP3XxpWHDwwMQBAEOJ3OJcW1ohCMTUrUsYOPrM3ycEmSc8zNrOy1vrz7w7OYHLKy1w8ylsC2sLC4ayRlAkC2VI5jS8Cxd9/bqqgEBMBqEhdpWQW5rTNXk+nwOmxIpRXcml3a1/D04By+eqQPkxEB0ZSUEfqKSjAdFTATE3HiZhC/fbgd+zeVrfK3yi/RNH2xbiNV+PIrVzAYnHeyLfc64ORZMAwDlRDEBRnTMRGnB0P4/Vd68Oef3JJxXjcrUxqBfT8l4oVmODlJ9TpXOkvhthk7Qk4hKq5pRnQZIbAlVUHPnMbgTOcM9tkJ+rXUXVkJO6fv698s47kGxmcQimdNqrxOO7obja+2GBiaxkwo+7nscvDY0W5cX3g0GoUsy/B4lq6impyWIS3Q1w47g84O4zfWCsGpY9cQnss+Px6vE48c2mxgROsLRVHxHU32+smXH7J6rx8wHoz6QQsLC1MhynTZocN2b1mRIrcdPMdAlFUQQpY9lyArxlfKdgPzIpwQgrSsLvrz69Mx/Mlrfbg1m4CiEtSXuFFT5EKl34maIhcaStwgIBgMJvFnb/Sjdzx6L7/ifROVRqj14JQfo6EUbCyDmoATLjuX2XC4Y/pWV+xCTJBweTSMH18cX+xuTYW2B7vSYV6BrTU4azJBefhgfBaCmr36L7F7UO7Qv+piIDSDtJodX1bh8qLSrW8c5yfp50fv8nAgN4Ntlv7r3S319+Weny+07uF7uhrgMLl51vBYmlrX1/LgTPC3LARv/OgctX78cDecLvNXQq0VPjxyAaM3pjNrlmOt7PUDyNr8dLCwsCgoaZkuO7Tb7q2vr73Kh7piN1iGQUpSlj2XYeZHAAGA17FyRiotq7BxLIrci/dq/9OpeadxO8eiwufIcRu3cSwqfE64eA6TEQH/cHJo0fspNNE0LbCHZvxIiDLKvY4lM/k2lkWZ14FQUsIbPZNQ1eU3L4wkLkeRVGKZNc/YUWw3b6/fUILeDGhyG1/Ovlh5uBH9rBc1/dd6Z6+BXAdxvQV2KJHCtZlsaSfLMNjZYMyG0YkB85WHA8gpDz+wzbjycADwer3gOA6SJC36c0UhGJugf7Zpgwc8v/h3y4PM7HQUZ45fo44987HtBkWz/lBVFf/8TTp7feiTu6251w8glsC2sLC4a0R5kFrfq8BmWQaHO6tQ7OYxExOhLCEECSFICDJsDAOOZUCW9jkEMC/EY4IEn9OGA4uUdk9HBZy8FURckFHqtS8rRko8diREGeeHQxiZS97dL5gHohJ9kTwdKobPyYNdIYvvtnMghGA0lETvhDHZ99UwJdDZvnJHDVjGvF9Nt7QC22O8wO7TCOwOk/Rfb9NZYCclCX0z09Sx7VX6Pj/a+dftleXwGdB/LUoyzt+kS9X3mmD+dTCcQO9Nuo1gv8ECu62tDS6XC4IgLFpJNTkjY4F5OBx24JH9XYaZshWSt1+9QG3IbmipREuH8Z9x64VTb/fgVl/2O4ZhGHzayl4/kJj3KsbCwsK0pKVb1Npha7rn+3pxaw26agPwOXmMhpKIClImU00IQer22C1JJajwO1HmdWAmJi6ZlSWEYDYuwm23obs2gOZF5h6fGw4hJshw2TnY2OU/BjmWgcdhQ0yUcXYotOy5hSCSpgX2bKQEjlW4gzMMA7uNhaQQhJLpFc83Cq3ArjRx/zUADGoFttf4i0+twDbK4Cx3RJe+cVyamoSyQCA1FRWj1O3WNQatwDaqPPz8zTGIC6qCqot9aCzXdx75Yhy/RH93dGyoRGnR8hMkCs2mTZvg8823MiSTyRyRPaItD6+xo6urU7f49IIQgrdevUAde+al7WtyI8GMEEJynMMfeXE76pr1NWm0yA+WwLawsLhrRFkjsPl7nzXtsnP4w491YWdjMcp9DsQFGYPBBIbnkhgKJjEdFeC2c9hY7sWffbIbXbUBuHgOo+EUEqJMXQwJkoLJqIC0rKK22IUvPrJ4XHFRgaKSnLLwpeA5FopKEBPllU/OI5KaQEqZzawJYRFLFGO1Bd+EzM80XGkTwUhyBbYxgmQ1hNMxhKWF5ew21LqMLWcnhKA/anwGOyGlcTUySx3Te0SX0eXhAHB60BwGZyev0q0lD7U2mEIofXiB/u7Yv+3evzvyBc/zePzxxxEIBCBJEqLRKERRBLk9FnJUUx7+zFNbEQgEDIq2cPReHMHoQudqG4cnnt1iYETri0vHr2HgPN2KZvVeP7iY21XCwsLCdBCi5pSIO2z3d5FU4rHjv768Be8NzOC1SxO4Nh2DohIwDIMyrx2HO6twuKsa5T4HWip9+P0fXcHAZAyhZBrTMQKeYzKO5AEXjyq/E7/7XAfaq/yLPp6TZ8EyDNLq4gZoWhSVwMYxcK1innY+0fZfc6QSDpsDUUFGYIk54HdQVAJBVlDJO9BYqm8W726YFB8cga0tD2/wVIFjjHVoH0uGEJOEzNprc6DOrf+s1Ctzk5nKEwBo9pcgYNfXXV07/3qHzgI7khIwMEWPcDOu/5q+UDdD/7UkKzh5mY7L6P7rOzQ2NuLw4cM4evQoEokEUqkUYrEYZucYSFL2Pe7x8PjExx8zLtAC8uaPz1PrvQfbECg2trpgPfGdv3qLWu851Inmzeau6LJYGktgW1hY3BWSMglCshf0HBMAx97/+AiHjcMznVV4enMlZuIiYoIMh41Fpd9JZZor/U584zPb8GbPFI5cnsDwXPK2GAdKPQ4c6qjAi1trUOlf+uK+syYAj4NDMD5far5cP7NKCOKihNpiNzprFhfshSKSpi9GK9wbUOKxYzaehigrcNiWFndRQYKbt2FHYzFqilyFDvWe0Wawq0wssAcTdHZyg8f4ix9teXibv8qQHnajy8NVQnB+0liBfXZ4jKouaa0oQ5Fb/xFukYSAvlG6F31Pq/EC+8LAGJJCtty6JOBGW1OlgRHRNDU14ed+7udw9epV9PX1IRKJ4OZIAkA25sce6TCFE3u+EVJpvP9WD3Xs6RctczO9uHZpGOffH6COWb3XDzaWwLawsLgrRPkGtXbwG/JaesgwDCp8TlQsM93Hbbfh49tr8dLWGoyGUoiJ8zOs64pdy4rOO2wo86C7NoCZmIhwSkKJZ+kRJNGUBLuNQ1ulD+1V+o4cCqcHqXWpawMOdVQimEhjIiKgJuCCfZF+7LgoI5yUUFvswktbjReBSxGXo4jLkczaxvAosZvnglvLrbj5DM56I3RMHQFjYrqgFdhl+s4IvhmaQ1jIbvz57A60lOjrvKstD9/VaMx77/S1ESxsI26rLUepz/gqluMX6fLwfVs2rGjWqDdOpxNbtmzBli1bIMsKXnv7r6ifHzzQZlBkheX4u/1IJsTMuqTUi137NhoY0fri+//3UWrd9dBGdO42R3WHxb1hCWwLC4u7QpS0AnuTQZHMu5A33GP588u76nF5NILRcAoMAxS5eGqjgBCCqCAjlJRQV+zCp3fV697DGJXoDHaAb8QXD2zAzZkETg/OYTSUhMdhg9dhA8cykBQV0ZQMSVVRU+TEz+6ux54N919dUCgmBdrArcJRY3jJ9XLcTNDZ9mYTZrANcxAPah3Edc4ea8rDt1dVg9X5/XpGY3BmVP/1iav0++ohE2SvgVyBvX+r8f3Xy3G5ZxSRaCqz9nod2L7VeCf2QqA1N3viuS3gVrFZbXH/jA/O4IPX6L//y7/6pEHRWOSLtVfnYmFhUVAE6Tq1dtgezF3u3U0l+OXHNqK2yIVkWsFgMInZuIhwMo3ZuIjBYBIxYV5cf2F/Ew605I77KjTaDHaRvQlOnsMff7wLL2ypRlOZB3Ybi3BSwkxsvqw+4LahrdKHXz64Eb/wcJPuMd8Nkym6x7zKWW9QJCsjqTJGkvR4IaMdxAkhOQJ7c5H+Mc2mEhiNZysReJbF5hJ9KxGM7r+Oi2n0TtBl2UZlsLX91w+1Gv++Gp+OYHB8LrPmOBYPdZtbrL7/4VVq/fBDm8Dr7MOhBzNTEZw/Rc8mf+qFbQZFs/74l//+LjUVpam9Bruf2GxgRBb5wMpgW1hY3BWiRmA7+QdTYAPAx7bVotzrwD+cHMb16TjiogxJIWBZoKbIiQ1lHnx2TwMeb9N/TIZCpByTs4C9CcC88/pvH27H5/c14o0rkxiYjEGUVXgdNjzUXIIn2ivgtpv/431SeHAE9mhyCjLJjj0qtQcQ4HNHwOnJlBBFKJ3IrJ0cjyav/htBlzTZ6/biCjg5fV9/Rgvs8yPj1IiwDaXFKPPqbxA1FoxgZHZB2wXHYsdG430NtOO5trbUwOvWfz74alFVgmPHaYH96BotD3/n9UvUNI5N7dVo2mTeVp21RDgYw1vfOUkde/lXDpnC8d/i/jD/FZiFhYWpEKRr1NrBtxoUSX54eFMZ9m0sRc94FOeHQ0ikFbjtHLbUFWFrXcCwL7pYehQEWUHn4spg52hBVx1w4Qv7zV1muRwTWoHtMqaUVVEJCCHLmhfd1BqceY0vD+8N06Ky3V8FzgCDs5z+a50NzkKpFG6EstlRlmGwtVLfHvAzQ+bovz51jX5PbWmqhtux/MQBPdCWhz9s8vLw/qsTmJ2NZ9ZOJ4/dO5qMC6hAEELw9msXqWNPPr/VoGjWH69++xjSYnYMXHlNMR59aYeBEVnkC0tgW1hYrBpZCUFWs2WQDOxw2Mxd5rcaGIZBV20AXbXmmW0aTtMXpEUOc1+Q3i2EkJwMdrVTP4EdjIv4Sc8U3u6bwnRs3hyrzOvAofYKPNNVhQof7f58M67tvzY+K2gegzM6jm06z78+P0kL/NbSMvgc+mZHtf3XuxuNeX2c0s6/bjG+KkRMyzjTS8e1b2uTMcGsEm32+qFdzXCYYKMi31zvn8DwzexoOY5j8fjhbgMjWj8IqTR+/DfHqGOf+DePwbYG2xDWI5bAtrCwWDWCRF90OPhmMEzhPkYIIbg1m8BkdF4AVfqdaC7zrIvyqXCa7okrsq8tR9GQNANRzRoIOVkXinh9XJ/f7p3Ct965hlBSQiQlIS3Pz0MfnkvixnQc3z0zil95bCOe684KxZtxOkPZbIYMtkZgG9F/TQjJGdGlt8GZ0eXhgiTj0hjdn7/bAIMzQghOagzO9rYbvwF6fmAUYlrOrCtKvNhYp38rw2ohhOCDD+lKrUf2P9iVWktx9Aidvd718CYUlRjb+rJeOPr9U4jOZVt8PH4XnvnZfQZGZJFPLIFtYWGxagSpn1o7+cL0pKkqwTv903j10jj6J2NIyyoIAIeNRWulD891V+OpzZXgTDbi5Q7Xp2M4dSuEhCjDybPoqPZjR0PxXY2kCYm0wC5eYwJ7IkULgSpngy4bJ+/0T+Frbw5gPJyC3caizGuH63bGQJBURFISBoMJfPPo/AX2c93V8xs9CXMJ7EUNzgzIYA/Fwgins+OxvLwdGwP6jsfSCuydVfr+HS6OTkBSsu0cNQE/qgP6jvQDgOsTQQRjycza7eDR2WB8L+1HFwep9b4tTabeJB0aDmJkLNtyYLOx2LvnwfUaWQpFVvDeT65Qxw49Z5WH64GqqvjX//c96tizP/cw3F7n4jeweOCwBLaFhcWq0UNgS4qKr705gHf6pjGXSEOQFThvjwsRZRXTMRG9E1GcHpzDfzzcvugcaKO4MBLG3340iN7xKOKiDEUlYBjAY7ehsdSNT+2swzOdVau6uMzJYDvWmMAWaKfjah36r6OChG8dvY7xcAp+F49iNz3/3GXn4LJziKQkjIVT+H/eu4E9G0qg2hKIyVnh4uIcqHYam4GbEqIIigt6RFkeGwwwONOWh28p1Xc8lqyquDhFbzToncHW9l/vbjJH//XOjXXgOePLTU9cHqTW+7aYu93lg4/o7PX2LQ3wesxryHavnD91C6Fg9jPE7XFg76Nr08jNbJx+pxdjN7PtdpyNxUtfeNTAiCzyjSWwLSwsVk1KGqDWTr4974/x1+/ewFs9832xpR4HqgLOzAW7SgjioozJiIB3+qfhsLH47cP5j+FeeHdgGl/7yQCmogJSkgKfg4eNY6CqBJNRATMxEcNzSYyGUvjigQ3LimxZFRGT6J7OIru5L0rvlnFNBrvGVfhS1rd6pjCXTIPn2BxxvZCAi0cyLSOckvBmzxQ2bAxTP9/gqQVrgJnYQrQGZ22BKthY/cWUVmBv1bn/un92Bik5W35c6nKjIaCvl4J5+q/p99RuE/Rfj8/kjufa3WWOudxL8cFxWmAfWKPl4e+8cYlaHzi0GQ7n2uszNyP/+t/fpdYHX9qB8ppig6KxKATmSf1YWFiYGkIIhDSdwXbZ8ytuh4IJvNEzgamYgOqAC34XT2XDWIaB38mjpsiJmdi8yL42FctrDPfC1akYvv7mAEZCSfAci6ZSD8p9DhS77Sj1OtBY4kbAxWM8nMJ3z4zgjSuTy95fJD0IAjWz9tpqwLPuQv8auqLNYNc4Cy+w3+mfRjQlIeBa+SKyyGVHJCXhaN8UbmgNzrzGG5z1ROisaacB/ddAroO40f3XO6trdC0/lhQFF0bpv4ERDuKyouLsDfo1YYb51ycuDVLrLZuq4XWZNxs8MxtD/1X6+Tywt8WgaAqHkErj+Lt91LEnnt1iUDTri1u9Y7io2cT5xL953KBoLAqFlcG2sLBYFZIyCpVkxSzL+MBz+RUaRy5PIpKS4HPwcC7jpOmwcfA5eURSEo5cnsSXKvXvd1zID86OYjomws3bUObNvXhkGAZ+Fw8wwFRUxHfPjOCZzqole7JDaXrWePEaKw8XFQGzYnaTgQGDqkUcxFWV4MxQCO/0T2M2LoJlgNoiN57urER7le+uhdR0TIAoq8u+tu7g5FmkZRUzMTFHYG80g8FZ2HgHcVGR0TtHm3tt11lgnzXY4Kx3YhopKZtBL/e60VhSpGsMANA/Oo1YSsysizxOtNaU6x6Hlo80AnuvycvDj5+gP3s72qtRWrr2TL9OvD+AVDKdWZeW+7BlZ5NxAa0jfvg/f0qtu/duwqZu4zfDLPKLJbAtLCxWRSrdS61d9va8Z4pO3AwiJsio9q9s9OF38hgLp3DiZhBfgnEZhtm4iOM3ZhEXZDSULJ9l9jlsCCXSGA2lcHpwDg81L24GNSdqBfamvMVrBiaFYRCQzLrUXgkHRz/nl0cj+IujVzEUTCKSkiAp8xl9J8/hyJUJdFT58FvPtKGuePWZfQZ3/3plGOBGnO5t3eg19mKIEJLjIN5ZpL/o7wtNI61mzb2q3T5UuPUVI0Y7iGv7r3c21Bpi4KXtv961qe6uTBULgSwrueO5tjQZE8wq0fZfr8XsNQC8+8Zlav3YM93gOKuotdCEgzG8+8Mz1LGPffGgQdFYFBLr3WRhYbEqUukeau3kO/P+GDFBgqIS8KswLuM5BopKEBclqCpZ8fxC0T8RQ1xU4OQ52Fa4QGEYBj4nj7go48p4dMnzQiJ9kVdsX1sCeyylKQ/X9F+fHQrh9354GeeHw5iMCrDbWJR6HSj1OMAAGAul8NHNIP7D9y5hZC6J1VJd5ITTxiGVVlY8N5lW4LCxKC8mCKYjmeM2hkODu2rVj1kIJlIRhNILTdfsxhiczWjnX+srbifjMYzFsu8jO8uhu0Jf12ytwN5lVP+1RmA/1Gp8n/Ola+NICtksaUnAjZYG47PqS5FMirhwie5j379v7QnsaCSJM8fpTVxr9rU+vP73xyGJ2YqXyvoS7H3a+tuvRSyBbWFhsSpSEj3Ow2XPv8B22DgwDFYlmFUyn13kOTbvmZq5RBrHrs3gzZ5JfHh9FpGktOS5KUmBSsiqR4ZxLAOVEAjS4iKPEIKQJoNd4lhbF3njwiC1rnE1Zf4/kpLwX470YWRuvp+9scSNYvf8KC2XnZvvaS91Q1YIbszE8Sev9a16g+WpzZXwu2wIp9IgZOnbEEIQSUkIuHl0a/Y2Gj3V4Flji7+uhGlR1x6oAmeA6drFoNH91/Tjd1ZUwGHT77lRVYJzwxoHcQP6ryVZwfmbdBx7TGBwduIyvZH2UFej4Vn15Th15hakBZ/LtTXFaGzQd+ScHnz4Th9kOft71jWWYlO7vuaE6xFZUvDa335AHXvpC49alQNrFKtE3MLCYlVoM9iFENhtVT7cmIkjJsrLujwD89luj92Gtip/3h7/+nQM3zs7io+uBxET5XnhzDDwu2x4pKUcL++sR0MpXZLsddjAsUymhHklJEUFxzLw2BfvA07K0xDVbFbOxrjg443v+c0nY6lBar1QYL/dO4WZuAiGYVDmtS9abssyDKoCTgzPJXFjJo5zwyHsaipZ8XGfaK/A3xwfRDgpIZhIo9STe/+EEISSEmSVoNRjR3FZDFigXTYZXB4OAL1ag7OAMa+P8zPGOogbXR5+bSaIiJDte/Y7HWip0L+S4PLQBIT0gj5wvweNFcY7EmvHc+3tbjIkjtXyoab/ev/eTaae132vvPeT3PLwtfh7mo3jb1xEcCpbDeV02/H0Z/YaGJFFIbEEtoWFxYrIShCSkr2YZcAXZAb2c93V+PD6LCajAvxOfsmssKrOZxgrfE48352fi/oPr8/iz9/ox1RUREyQ4OQ5cCwDWSWYigmYior48Posfu/5zdjZmL147ar1o8jFYzoqIi2ry87lJoQgJsioLXItKQjntOXhjmYwS2QnE6KMd/qncWEkjGRagdvOYVt9EZ5or4DHYc6Pd4UomNSM6Kq9LbAJIXj9yiQiSQkli4jfhbAMg4Br3uju9SuTqxLYbrsNv/V0G/7w1V6MhVMYC6cQcPFw2TkwYJBa6RksAAAgAElEQVRKKwin0lAJUFvkwr97shUfiK9Q97HRBA7i2gy2Ef3XYTGFwVgos+YYBltK9S2dN1pgn9WUh+9oqDEkQ3vqKl0evrul3nDBFIomMTA4TR17qLvwkwLuFVlRcfL0DerYw3vXVmsOAMzNxnDp7CB17LFnrBJlPXjlf71PrZ/45G54A2trOohFFnNegVlYWJiKZJqel+nk28Eyy2eY74VdjcVoq/IhJsiYiKRQ5Xfm9DUrKsFEJAUXz2FjhQd7m1cWVivRMx7Bn73Rj6FgEk6eRUOJm3pcSVERjKdxazaBP3mtF197eSuay+fNnHxOHgdbKzAZERBMiKjyO5e8uA0lJdhtLDZVeNFZs3jmXSuwSxy5M1hVleAfTw3jX8+PIRgXERdlqARgGeBo3xS+fXwQn9hei8/taTBdSeaMOA6JZPsyvbYA/Lb5DQtRVjERSSGtqHAvkeFfiMduQySVwlAwserHf6i5FL//wmZ8/a2rmI6JiKQkzMTns5AOjkPAxaPc58CXDrXiQEsZvn2SFi+bvMb2tqpERV+YLo3uMkBgn9fMv24tKoebz/9nwlIIsoSeGdrBfKfuBme0u/yuBmMqCU5fp+PYY4LxXKd66E20tqYKFPvNKyZ6+8YQjQmZtc/rRFen8Ztp+ebY0V6qpWZjWxXqm/Svulhv3OwdQ8+pm9Sxl37xUYOisdADS2BbWFisSCpNl5S57IXZ8WZZBv/5hc34j9+/hKvTMQzPJeF22OC+PVYpJSlIiDL8Lh6bKrz4/Rc7VzQWWw3/cHIYExEBLp5btCyZ51hU+h2YjokYDwv4zukR/O5zHZmff2pXHT64PoMbMwlMRgWUeR3gF8SlqAThZBoxUUZdsQuf39e4pAifE69Sa23/NSEEf3H0Gl67PIHJyLwBmM9pg+12tj2akjEbT+PbxwcxGxfxpUMthmezFqItD691NWXiu1NmzwCriplhAEKAtHJ3JncPNZfi21/Yg/cGpvFW7xQmowIIASr9Djy5uRKPt81XAMSkBKbEucztOIbFBq8x86bvMJSYQ0xeIAR4Jxo897/JdLcYbXB2eXoKkppty6jz+1Hh0c/BnBCCM8PGG5yJkoxLg/SGy24T9F+fXKT/2sxox3M9tLs5L98tZuOnb9JeKgef7jIokvXFq39zjFpvfbgFjW1W3/taxhLYFhYWK5JMX6TW7gIJbAAo8zrwvz3ciH88OYyrU3GIsoLUbeMZh41Fuc+DPRtK8CsHN6JiFeO8VmI4mMT54RCSooymUs+Swo5hGJR67BieS+L4jSBm42Jm5nVtkQtffrETX/lxD0ZDKYyEknDYuIzTeSqtwOOwob7YjX/7xCbsXWI8F7CYwKZL8Y9cnsSR2+K60u+A205/jPudPJJpGZMRAa9dmkBLhQ/PbzHPF/lY8ha1rl3Qf+2x2+CwsQAzL7b5FS5w07IKnmNQ7ObvOg6XncOz3dV4dpkWg+ua8VwN7mrY2bt/rHzSoykP3xyoMWQD5cIsLeq2r7P+69FQBNOxbOWE02bD5uoKXWMAgIuDE0gvMKyqKfGjrjSgexwLIYTg1JVB6piZy8MB4PhJWmCvxfLwmakIei7QlQUHn7IEdqFJRFN451/o0Vwv/MIjBkVjoReWwLawsFgRrcB2Obbm/TEEScEPz4/hjZ5JjIXmy4QVQgACBFw8Wiq82L+pDIc6KlEVuH9hfYczQ3OIizI8DtuK5dQ2joXLziEmSDg3FMLTndme067aAL7xmW347plRHLs6g3BqfuQYywAVPid2NxXjZ3bUYWt90dJ/AyWCuJwVLgw4FNubM2tVJfjhhbHb4t6eI67v4LbbUOYlmI2L+NGFMTzbVWWaUvHRlFZgZ38/lmVwoKUcExEBkZSU2cBYikhKgt/F49GWwoz+uRajL0bNYHCm7b82ojycEIKLmhLx7eX6xpEjsKt0Lg/XZK+31lXDblu5rSHfnF5k/rXR3BwNYia0YPPBbsOWFmMrP5ZjfCKM4ZEFlSoci907NxT0MQkhiEQiEAQBHMchEAjAbi9si8Wxo73UurWzFlW1xpvhrXXe/v4piKlsW1RpVQD7rL73NY8lsC0sLJZFkicgK9leRwYOuPj2vD5GTJDw5R/14PxICHMJCYQQOG+XhSfTCtKKCgKgvsSNUm9+L0ISogxFIStmS+9gY9nb87flnJ/VFbvx759qxRcPbMDFkTDiogwnz6K9yo+aIteK9z0nDFDrInszODYrMi+NRTAUTEBWCLwrmJh5HTYE42kMBhO4NBbBtmWEvV6oRMW4RmDXuegL2Re2VOPNnkmMhJLwOGxw8YuLlqggIa2oKHHb8VRnYWYfazPYLT7jBbY2g22EwB6MhRBOLyxTd2BjQL9xRoSQHIGtd//12SHN4zcYIyC1AtsM47lOXaHLw3d01MPOm/dy8yNN9rq7sw4+b/42cRciSRKuXr2Knp4eBINBqLfbHFwuF1paWtDV1YXi4sKI3mNv05NAHn0y/5NALGgIIXjt7+jRXM/+3MPgDNiMs9AX837iWVhYmIJE+gK1dtk7wTD5K5NVVYKvHunD6cE5hFMSKnwOuHguU/ZKyLyYnYwIeKt3Cl6HDf/nofzNhXbYOLAsA3mVfbwqIWAYNrMBsBgBF49HW+8+qxoU+6l1qZM2OLsxHUfydrn5SmXBDMPA47AhlVZwcyZuCoEdTE9CUFOZtYvzoMROl9W2VvrwwpZq/Ov5MUxGUgi47PC7bLCx8xsgkqIinJQQF+fd2H9xfxP8zsKUbV+LmcvgTFIV9Ec0s5+NMDjT9F9vKa0Cq2OZ+lAkjGAq+zry8DzaygpTxbAUuf3X+j8PqbSEy0OT1DFT9F9rBLbZy8M/OkW7h+97aGNBHieZTOL111/H+Pg4UqkUZFkGx3EghCAajSISiaC/vx9PPPEENm7MbwwzUxH0XqQ/zx59yhLYhebKyRsYuZZNULAci8M/+7CBEVnohSWwLSwsliUpnqfWbsf2vN7/maEQzgyGEEpKqC925RjLMAwDn5MHz7EYj6Tw+pVJ/MzOOtSuIiO8GjbX+OGx2zAWTi05d/kOqkqQSMso9dqxuTp/87fvEBTpDHapg64UkFUVhMybe60GhgFUglVvHhSa0WRu9nqxv/evPLYJigocuTyBcDKN4WAyM7JNIQR+J4/6Ehf+9/0b8LFthRE2ESmOaZMZnF2PTUNUF8w7dvhQ5dK/31brIG50efiWyurMBoweBONJDAbpEWVb6/T3Obh4axyyssDorTSAqmKf7nEsJC3JON+vcTU3scFZMini4mVaeO7bk3+BLUkSjhw5gpGREQiCAI/HA7s9+30jyzJSqRSCwSDefvtt2O121Nfnb7PkA015eFtnLSqrjd90Xesc+fsPqfW+p7tRWmWsR4KFPqw9i0QLC4u8kkyfo9Zue34F9pHLE4ikJBS5+WVdW508B4/dhqgg4fXLE0ued7d01vixqcILu41FVMgt+15IOCXBxXPYWleEpjJP3mK4Q1DQZrBpgR1w2cFzDNKyitVwxwTM7zLWmOsOoyl6TMnC/uuFcCyDXz+0CV/9mW68sLUGzeVeVAdcqA640Frhw2d21+Obn92Ol3cVLlun7b9u8tQYbnB2JUQLFyOy1wBwIUdg67vxcG6Sfv/rPp5Lk73eXF0Bj0O/EWWZODTjucyQvb5yfQJCesEmULEHG2r0d7lfLWcvDEGSFpjEVRehvi7/8fb19WFiYgKCIKCoqAgOh4PaXLTZbPB6vbDb7YhEIvjwww9BSP42RrX9149Y5eEFJzIXxwdH6ArA5z6/36BoLPTGVBlshmHqAPwhgMMASgFMAPghgK8QQkLL3XbBfbwH4OAyp7gIIcIyP7ewsLgNIVKug3geM9iKSnBuOIS4KKPJu7Jg9bt4zMREnBkM4f/IkwknwzB4eVcdrs/EMRZKzj+Oky7BJoQgnJIQFSTUFbvw8q78GwkJSjjH4KzETjvZ7m0uQcDFYyYuruiyLSkqBFlBvduVl1nh+WAkSZdi1rsXF9jA/POys7EYOxuLERMkzCXSYBkGZV4HXKuYkX2/XI3RZa4tBpeHA7kGZ93F+gtsQZbQNzdNHdN7RJfRDuJnh+jnYacB5eEAcPqaZg63CQzOTl2hN6Z2dy49ktAMnDxNb/rt27Mx7/Gqqore3l4kk0l4PB6wS1RbMAwDt9uNUCiEubk5jI2Noa7u/p/T4Ewspzz8kSc33/f9WizP0e+fgpzObt5UN5Zh24HWZW5hsZYwjcBmGGYjgOMAKgD8CEA/gD0AvgTgMMMw+wkhwbu4y68scXz5FJWFhUWGlNSHhftRNrYcdi5/WZJkWoasEjBApgR4OXh2fuxVIp3ft/FjbRUYDaXwdx8NYSomIJRMw+ewgbs9WzomyLBzDGqLXPjlgxuxszH/glWbvS52bKQMzgCgyG3HgZYyzMREzMREVAeci14MEkIwExMRcPI4sKkcRW79s2taVKJiLMfgbHWlmD4nD1+B+qyXQtt/3eIzXmBfDtOCygiDs8vBScgkW0HR4C1CqdOt2+PHRBEDszPUse1V+pZnn9VksHc2GNN/fWVY239tAoHdQ29M7e40/n2zFISQHIH90O6lN/3ulbm5OczNzUFV1RWdwhmGgdPphCAIuHnzZl4E9vF3+6hseEtHDapqLPfwQkIIwRv/+BF17PDn9i25uWKx9jCNwAbw15gX179OCPnWnYMMw3wdwG8A+BMAv7zaOyOE/EG+A7SwWG8kxLPU2u3YkdfdfYeNA4v5PmGVkBWNkhQyP/bKUQAHzp/f24jqgBP/dGoEw3MJxAUZkkLAskBtkRPN5V78/N5G7N9UlvfHBoBZgS7hK3N0LHre5/c24fxwGFenYhgLp1DisWdM4QghSEkK5hJpcCyDpjIPfn6vOfofp8VxiGp2s8bN+VBi19eYarUQQnIy2K0+Y/+OSVnEzRgtLA0xODO4PPzC1AQWFs62lJQi4CyM4/NixMU0+ibp58EIB3Ft/3V9WQCVRcb2X8cSAvpuTlHH9nSZV2DfvDWDmdlYZu1w2LB1S/7jTaVSUFUVHMet6vuT4ziIoojUAiO/++GDd/uo9YEnFv9uscgfPadvYuR69r3A2Vg89emHDIzIQm9MIbAZhmkG8DSAQQB/pfnxlwH8EoDPMwzzm4SQBCwsLHQhKZ6m1h7Hrrzev93GorXKh4mIgLggr9grHBPm51V31ebfYAwADnVU4vG2CpwfCeHSaATJtAKvw4btDUXorg0UtNRRK7BLnYtfBFUFnPijj3fhyz/qwfBcErPxNFSVgOMYKAoByzIIuHg0lrrxBy915nVm+P2wWHm4WUtHZ8UwwtKCC2+WR6OnaplbFJ6e8DjUBdKyyVMGP58fo7+7Qesgvn2dlYdfHJ2AuiAbuKG0GCUe/TL4d9D2X+/caHz2+lzfKPW3aa4tRVmR18CIlufkGTp7vWNbIxz2/F8Wc9z8hvBqe6oJIWAYJnO7+yEaTuLS2UHq2IFDVnl4ofnJP9HZ671PdaO4vDDXLRbmxBQCG8ATt/99kxBCufcQQmIMw3yIeQG+F8DR1dwhwzCfAbABQBpAH4B3CCFi/kK2sFjbEEKQEM9QxzyO3Xl/nOe7q3FxJIyZmAivwwZ2iVJxSVEREyTUFbvxfHfhSkJZlsHOxpKClIEvBSEEsyItsMudS5vQbCz34i8/tx1vXJnEGz2TmIgIUNV5cV0dcOJwZxUOd1WZojT8DrkCe9MSZxrP1TjdR9rsrQPHGDu3NKc83ID+a8B4B/Gz4wb3X5ugPBzIFdi7TFgevsvE5eFAbv/13t2FGc9VXFwMu92OaDQKRVFWFM7pdBp2ux2lpfc/W/7E+wNQF1Q6NG6sQF1jYaqwLOZJxFI49iptbnb4c/sMisbCKMwisNtu/3t1iZ9fw7zAbsUqBTaAf9aspxmG+TVCyPdXc2OGYc4u8aP2JY5bWKwpJGUUkrLAdItxwGXvyvvjPNJSjo3lI4gLMsYjKVT5nTlu4qKsYDIioMhtx+6mErRUGlsKmW/i8jgEJZxZ2xgXAvamZW9T5Lbjs3sa8PKueoyGkkimFbjtHOqK3avqZ9ebkeR1al2/yv5rIzBbeTgAXA7Rwm5Lkf6CaiIRxWQym9m3sxw6iiuWuUV+UVQVFwx2ED83rBH4BpSHC2k5Z/71LhNksM/00r4Fe0wssBMJEVd66ffUnl35778GAJfLhebmZsRiMaRSKXi9S2f1ZVmGJEkIBAJoa2tb8rzV8qGmPHz/46srDxcEAbFYDIQQeDweeDz5n5qxVnn/lfMQU+nMurymGNsftaTDesMsAvvOULjIEj+/c3w1Q/t+BOBrAM4DCAJoBPALAH4TwHcYhnmBEPL6fcRqYbEuSGjKw932bWAZxxJn3zt2G4svv9SJ//Qvl3FtOobhuSRcdg5Ofn6XP5lWkJZVlHjs2FZfhN8+fP8XHWZjRuih1mXODrCrzJhyLIPGUnNf/MiqhHFhkDpW7zavwB6IDlJrUwhsTQa7u1h/QXVOUx7eXVoFex7KWFfL1bkg4lL2wrXY6cSGIv3MmiRFwcVRWuDvMsBB/NLQBNV/XVvqR3WJseWnM6E4BscXzI1nGWzvMF70L8W5C0NQFvwNG+pLUF3A+cTd3d24fv06QqEQUqkUnM5cg0pZlhGNRuHxeNDa2gq3+/5aD4RUGudO0pVDKwns3t5enDp1CrOzs5m+cZfLhcbGRnR2dqKx0dyu8Gbgze+coNZPvrwH3DITPyzWJmYR2Ctx5928YgMLIeQbmkMDAP4TwzDjAL4F4KsAVhTYhJCdiwYyn9nesdLtLSwedOLCSWrtcewp2GPVFrnwtZe34n9+cAvHr88inJIg3b748TttKPU6cKijAr/4cBPcBeiRM5rZHIG9tnrkxlKDUEh2XEkRXwY/v5r9Uv1RiIrrcToT12awg/hkKoJpIZpZ21kbWv2VusdxfpbO+O3QuTxc23+9vapG14v9vokZpKQFM569HtQXF06ULcVZE/Zfn+ml2yo6mqvgdeV/QzZfnNL0X+/euaGgj1dZWYkDBw7g2LFjiEajEAQBTqcTHMeBEAJRFCFJEjweDxoaGrB///3PSz7z0XWkxezrtbKmCBvbFveSmJqawiuvvIKpqSkoipLpF2cYBvF4HKFQCLdu3UJHRwcee+yxvPSHr0WGr02i/9wgdcwyN1ufmOVK9U6GeqlvKr/mvHvhfwD4BoBtDMP4CCGxlW5gYbGeSYj6CWwAKPc58DvPtiMYF/H+tRnMxtJgmHnx/WhrOTwOs3xc5Z+ZFC2wl+u/fhAZ1pSHN5i4/3okOYmUkrXr8Ns8qHIa27N4OUQLqo5ANXhW//dDjsGZzg7iTzdvgs9ux7mJcZybGMeeWn2FZW7/tb4C/w45/dcmmH99uofelNq92bzl4YQQnDpLjwwsVHn4Qrq6uuBwOHDixAlEIhEIgoB0Og2GYWC32+H3+9HS0oIDBw6A5+9/LOHx9+jRjw8/1r7o63VsbAzf//73EQ6HMwZrLMtmJlMQQqAoCubm5tDT0wOO43Dw4EErk70Ib3/vFLXesm8Tqq2e93WJWa5YB27/u9QE9pbb/y7Vo70ihBCBYZgYgGIAHgCWwLawWAJJmYYoLywt4/LuIL4UpV4HPrHd+AtGvVBUEXMi/dFW7sx/r7uRDCevUWszC+zFysONvpDMKQ83oP86rSi4HKT7fvV2EC/3ePBSWwdeajNmzJAZ+q/TsozLQ5o+dIMFNiEEZzUZ7F2b6w2KZmWGR4KYml5QEWK3YVu3PvG2tLSgubkZg4ODuHXrFgRBAMdxKC8vR3t7+7L92XeDIis4eYz+Xtl3MLcPOJFI4PXXX0ckEgEhBCzL5mSn7whshmEQDofR19eH9vZ2VFUZO1nBbCiKind+QLfWPfWZvQZFY2E0ZhHY797+92mGYdiFTuIMw/gA7AeQAnBisRuvBoZh2jAvrmMAZu8jVguLNU9coEdMuOxd4Fjzjlt5kJkV+6EiW8bntVXDZbt/91gzoc1gN7pbljjTeAZitFBo8xvff31Jk8HeYkD/dW9oCmk1W+Zf5fah2rN+xs4QQkzhIH5laAqilH0eKou8qDW4/3psOoLJ4ALzO55Dd4v+mw+r5bSmhHdrdz0cjvvPGK8WjuOwceNGbNxYOB+Ky+eHEY9m52j7A250bcutKujr68Pc3Nyyo8HuHL8jshOJBHp7ey2BreHCsQEEp7KFti6PAwee22pgRBZGYoque0LIDQBvAmgC8GuaH38F8xnnv104A5thmHaGYajtOIZhmhmGyfnGYximDMD/ur38Z0KIrD3HwsIiS0Kk97K8jocNimTtM5O6TK3LXd0GRVIY4nIUwfRUZs2CRa27sP2O98PV2CC1bvM1GRLHHWRVQW+EzpxuKdY/O3huRtt/bV4BVQgGg2HMJbOCxW3n0VZZrnscZ2/k9l8bXWFxto8uD+/eVFOQedL54rSmPHz3jiZjAikgJ48NUOs9B1rA2WjxrKoq+vr6IAhCJnu9FAzDZF5nqVQKN2/ehKqqS56/Hnn7+3R5+IHnt8HpNq8PgUVhMdMn4K8COA7gmwzDHML87OqHADyO+dLw39Ocf2f2wMJvlkcB/A+GYX4K4AaAOQANAJ7DfH/3GQC/XahfwMJirRAXjlNrr9Oa4VgopgVaYFc415bA1paHV7saYGfNedGRUkQMJejy21aDDc6uxaYhKFJmXebwotqlv7GW1kFcb4MzozmnyV5vq6vOGSeoB2dvaLLom4x/HrQGZ2YuD0+nZVy8pOkXL7DBmd4QQvDRT2mBvXeR8vB4PI54PE4Zmi0HwzAZUX1nnJjDYc7Pcr1JxgV89MYl6tiTnyqsb42FuTGNwCaE3GAYZheAPwRwGPOieALANwF8hRAyt9ztb3MWwN8D2AlgG+bN0WIALgP4LoD/RghJL31zCwsLSZ6AKC90WLUV3OBsvUIIwYxGYK+1/uvBBN0H2OheymrDeK7GhqAuGFZR66qAjzd2BNqlkCY7WGRMxvK8JoOtd/+10Zwb0Ri81ev/+8uKiou36DiMdhCf77/WmK6Z2ODsSu8YBHHBhlWZF01rzIRq+NYMJkazl8w8z2HXvtxy9Dtu4av9PLlz3nLl5OuVD1+/CFHIvq4qaovRtde8oygtCo9pBDYAEEJGAHxhlefmfCIQQi4D+MU8h2Vhsa6IiXT22m3fBo4195zlB5WoNAJBCWfWNsaNYsfa+lIe0gpsj3kFttbgrN3g8nDAHP3X08k4xhJZUyieZdFZur76L89qDM6MmH/dPzqN5AJxWOJ1o6lCvzngizE0EUIwkuneg8vBY3Oz/iPkVssZTf/1ru1NhpfY55sT79PZ6y27NsC1SKmyw+GgysJXEtt3Mt0sy6KoqAg2m6kkhKG8+y9nqPXjn9i1bMm9xdrHevYtLCwo4qlj1NrrtPqvC8V0ii4pK3d1gmXWzkWLQhSMpG5Qx8xscNav6b9u9zfl9f7joozRUBJTUSEz530ltBlsM/Rfd5ZUwcmtndfpSswlkhgMhjJrjmGwpVb/DQZtefiOjcaMCVvI2V7N67O1BjabeTObZ85p+6/XVnk4gBz38L2PLr6p6Xa7UVVVBbvdnin/viOiF+NOebjT6URHhzFO/mYkOBnBhQ/ov/njP6PP1BUL87J+viEtLCxWhBCCmEgLbJ/zgEHRrH2mUheodYVzi0GRFIbJ1DDSanamtNcWQKndnNktQgj6tRls//1ffBNCcGYohNcuTeDM4BwklYABUOy241BHBZ7fUo3qgGvR24bTSQwlgpk1x7DoLNI/c7reDc6047naq8rhcdh1j+P8Ta3ANn6c4bl+WmDv7DBv/3UkmsK1G1PUsR3bjZ8SkE+ikST6ND3mDz3StuT5nZ2dGB0dxdzcfEm5qqqZGdgLuVNOzrIsSktL0dpq3kokvfnpK2epjYmNXXVobK02MCILM2AJbAsLiwyidBWyMp1Zs4wLbscOAyNa20wLF6l1pWttjfQYTGr7r1sMz7gtxaQwi4gUz6ydrB2NnvvLUoqygq+/eRXvDkwjnJSQEGVwLAOVAGPhFEZCSbxycRy/8VQrHm+ryLm9Nnvd4quE26a/sFv3Bmcjxs+/VlWCczkZbGOfB0IIzvbRLQw7OowX/Utx7sIgFiZoN22sQHHR2mp/OnP8OlQ1+0tu2FSJyuqiJc9vbm5GXV0d0uk0YrEYCCGQZTkjsgkhmf8YhkEgEMDhw4fhdDr1+HUeCN770Tlq/fgnrOy1hVUibmFhsYCYQGevPY69YBnLJbQQJOVZxKTsBTMDDmXOTgMjyj+DCboXsMnE/dd9mux1q68RHHPvpa6qSvD1N6/izd4pjIdTsNtYNJZ60FjqwYYyD6r8ToiSiqFgEv/1jQF8dCOYcx8Xc8rD9RcvaUXB5blJ6th6E9ja/msj5l/fnAoikhQya6/TjtYaY825bo3PIRRNZtZuJ4+OJnNWqADA2fND1HrntiZjAikgpzSlynsOLN+Sw3EcDh8+jA0bNqCoqCgjrFVVhaIombJwjuNQWVmJT3/606ipWV8VLMsxdnMa1y5mXfQZhsHBl6ykhIWVwbawsFhATHifWvucjxgUydpHWx5e5mwHzy5eKvygonUQb3IvXapoNP1RujfzfsvDTw/O4d2BaczEBNQUueDQ9KU6eQ5VAQ5ziTTGIyn89XvXsaupGPyC0U9agb3VgP7rnrkpiIqcWVe7fajx+HWPwygESUbvOF1WbISD+P/P3ntHR3Ked7pPVXV1QiekATAYYBKAiZhMcjgMIikOKVKkSDkoOKzDtX147fXaXntXtq5MhZVXtvbYkrP3yhZ915KPbYmSSEpDUuKIWZMDBnEAzAwwARmNzrHC/aOnC6hGGIQGGhz2cw7P8CtUV38NdFd/v+9939+bG73es3EtUoFNlOGcKOIAACAASURBVM7lRK93N9Wu6vrrM+f6TOP9t1l6uKpqnD7Wazp257233tS02+08+eSTdHR00NHRwcjICIlEAk3TEASBsrIy9u/fz969e1dtBlKhePNFc/R6512bqZgjY6DI+4eiwC5SpAgAmp4gkjxmOua231+g2dz+TKu/duwp0EyWh2Daz0R61BhLgoV1zk0FnNHcdOYI7G1LFNhHWgcJxNL4nNZp4noqpU6ZSFJhMBDn2KVx7m+qBEDRVNomzKJqd1nhDc7eb9HrtoEh0tqkIV2tz0OVx7Xi8zh3OSdNvcDp4TC9/no1p4cPDgUYHAoaY1mW2LVz9daLz4amaYyOjhKLxZAkidLSUtxuNwAX228QDsaNc11uO9ua5/c3sVgs7Nq1i507dzI2NkYsFkMURdP1i5jRdX2awH7g6f0Fmk2R1UZRYBcpUgSAaOIkuj6ZgihLNdjk1ZvS+14nV2BX32YC+0qkyzRe59iELK58/fB8iCkJ+qI5RlZLcBAPJdKc7p8gmlSocM1d4ykIAh67hWBC4c3uUUNg94ZHiKkp47xSq5M6Z9mi57RYcgX23mU0OMvWei6kddByk2twtq8A0WuYHsHeu6nw9ddnu8wR7L1bV6/Azk0P37GtFrtdLtBsIJVK0d3dzdDQEIqiYLVaqa+vZ+PGjTP2l06n07S3t9PZ2cnExASqqgIgyzL19fU0NzdzKic9/MChBqQFZhSIosiaNdP9IIpMp//iIFe7J8tnJIvIPY/fXj4qRRZPUWAXKVIEgFDiddPYbX+gmA62TCTUAIHU5SlHhNvOQfxK1CywN5as3vTw7nA/GpPGQOsca/DIizc/CkTTKKqOJApI4q0/Q3ZZIpxUmIhOCurp9dd1Bfk8rmQEWxAEBEEgFoshyzKyLBf8HrQaDM4G/SGGAmFjLEsSO+oLW+t8dWgCf3Cy/tphW9311+dazAJ7357CpIdrmsbp06dpbW0lGo2SSqWMTaWOjg68Xi933HEHW7duNR4Ti8V4+eWXGRgYIBaLoWkaFosl0/UjHCYSidDf38/JH8VNz3Xg0OptiXg78NZL50zjPfc04S1b+eyWIquTosAuUqQIAOH4G6ax2/FAQebxfmA4Zv5iLrM1YZVurzS8KzkGZxtLts5yZuHpCF02jZeaHi5JAggwe0dZM7oOApjEeIvfLLD3FKD+ejAaYjA2KeysosTOsvz3fx4aGuLkyZO8+OKLOBwObDYbFosFr9fLhg0baGpqYvPmzfh8mdrGbG3ocotvTdM5d23QdKwQEezc9PCd66uwyYVdvp3Nqb9ezf2vdV3n7PlcgV2/4vPQNI2jR49y8eJFwuEwkiRhs9kMU7FIJEIkEiEcDhOLxdi3bx+KovDKK69w9epVEokELpfLtPGkaRqJRILhQT8DV1Om5ztwd8OKv8b3C7qu8/b3zd/j9xfNzYpMoSiwixQpQkq5RlKZao5iKfa/XkYG4+a6rWrH3gLNZHlIqDEGE+YF7YZVHMGeXn+9tFrxCpcVj93CDT3TqmuuGmyAaErBLkusL3cax6YZnJWtvCA4kxO9bi6vxjpD+upS+Jd/+Re+8IUvcOnSpWk/s9vteDweamtr2bVrFx/4wAd48sknKS8vz+scZuPKuJ9gfIpzt81K45qVd+6e1v+6wOnhAOcv5qSHb1m96eF9/WNMBKZE2x1WthagT/H58+e5ePEioVAIj8eDLGdS1HVdJ51OI8sy6XSa8fFx3n77bcrLy0kkEgwMDJBIJAyX76mIoojT6WSwTwEmBXbdxjJaWk+TSqWwWq3U1dWxYcOGGdPPiyycvq5Brl+abGlqkSXufvT2ykIrsjSKArtIkSKE4kdN4xLbASTx/eMUvNIMTRPYt9fOd1+0G31K/HaNrZYSy+qM0Ku6RldOi67t3qUJbJtF4oPbqhgIJAjE0lR5Zl/UqppOOJFmXamTD+3MRIfHkxGuxfzGORZBZId35SOnuQJ7f57Tw//5n/+ZZ555hlQqRXV1NQ8//DAej4fLly8zNDSE3+9nbGyMc+fOce7cOf7jP/6Dr33ta/zSL/0Sn/zkJ5fdfCm3/nrPuhrEeaT8530el1df/fW5izlzWsX11+cuXDWNd+1ct+LRdkVRaGtrIxKJ4Ha7DXGdTCaJRqOmlli6rhMMBvnOd75DaWkp8Xgcp9M5TVxPxT+kmsY2d5wzZ86gaRqiKNLW1obX62X//v1s3759+V7o+4R3fmD2UNlz7xbcPucsZxd5P1IU2EWKFJkmsD2Ohwo0k9ufuOInmJqMmAqIVDmWZoySSKscuzTO9YkYqqZT4bZxb0MFPmdhTMVy6683reL08P7oIDF1MkrptjhZ51i6yc+Hm2v4fssAV/0xJmIpfI7p9cSqpjMYjOO2y+xa56VhTUYw5qaHb/FU47Cs/N/y7EhO5HRN/oRdIBDgs5/9LIIg8Ad/8Ad85jOfAcDjmdzYu3btGm1tbZw4cYJXXnmFkydPcuzYMc6ePYvf7+f3f//3DaGyHExLDy9A/XUolqB3cLJHuiDA7o0rH32dyuBoiOHxydIBmyyxfdMqrr8+bxbYe3evfDZIX18foVAIwHjPxmIxQ1wDprIHTdMIBoNEIhGAOTeTdF1n5EbSdMxdpiJJdmRZRlVVU/p5JBLhzjvvzPtrfD/xzhGzwL7vidvLpLTI0ikK7CJFVhHXJ2K80jZE33gURdXxOmXub6zkro1lWKTl6XmqajEiCXN7Lo/jg8vyXEWmR6/LbFsWXX+dVFT+9cRVXm0bYiScJJG+6SxrEfnaW5e5r7GSX75nAxUu25LnvRAuRztN402ubSv6/AthpvrrfNT21pU5+e0PNvLVH3UzEEwQSSh4HTJWi4gORJMK4UQat11mS5WbP3h0MoX+3IRZEBQiPTyhpGn3m/s/59Pg7Pjx41y7do3HH3+cL3/5y8bxbBRPFEXq6uqoq6vjscce43Of+xxdXV38/d//PX/7t3/Lpz/9aXw+H88880ze5pTLNIOzAtRfn79inkNDdQUep33F5zGVcznp4Ts212AtcE34bGiaTkur+fO0b/fKG5yNjo6SSqWMmuupkWtRFKd5Cuh6JgNIVVUEQTAeOxPBcYVkfLKVnGSB+s1lSFPWDA6Hg2QySTAY5PTp01RUVLBp0+ptm7iauX5p2OQeLkoiBx9pLuCMiqxGVucdsUiR9xnBWJqvHu3mxOVxgnGFeFoFXcciiRztHGGtz8Ez92/iUEP+6/8iibfQmdz9tkr12CxF99HlYjB22jSudi4uPTyeUnn2hTZO9fkZj6aQRIESa+aWHkkojEWSjEVStN0I8ic/1Uytz7Hkuc+HtJbiaqzXdGxjySoW2EGzwF5qevhUHt1RjUOW+Ps3LjESThCMpwnEdQQBHLLEulInzbVe/tuHtrDGPSmaWvw5EbcCCOyW8UEUfXLRXufyssaRP4fckydPAnD48GEAowY1t0VX9j9Jkti6dSuf+cxncLlcfOlLX+JLX/oSn/jEJwzzs3wyEY3TNz5hjCVBoLk2/wZvt+J8jsHZ3k2FaRM2lfM56eF7tha+Jnw2LveNEgpPqaN32di8aWkZKtFolK6uLnp6eox+0T6fj23btrF582YslulLa1VVTS3o4vG4kb49U+p3rtiORqOzCuzh6wnTuHSNZBLX2evZ7XbjWi0tLUWBvUjefbnFNN59qBFP6eK7ThS5PSkK7CJFCkwwnuZTz1+gbSDIRDSFy2bB55ARBYGkojISSjAWSfLFH3TyXw838fD2/KbiheKvmcYex8MFb41zOzMYNwvsGsf+RV3nq691c+KKn4lYimqPHbtsrilMqxrDoQSdQyE+/2I7f/XJvdPOWQ6uxnpRdcUYl8qVlFpX3hhqvuRGsHd4Nuf1+vc3VXLXpjLe7R3jre4x/NEUFklgfVkJjzVX07jGZfq8JdU07cGc2t/SlRfYZ0fNc9hfmd8a22AwCGT6AQOziozce1FlZSV/9Ed/xJtvvsmFCxd44403ePrpp/M6N4BzOdHrLdWVlNhWPk0/N4K9ZzUK7KbVW399Pqf+evfOumnic77ouk5rayvHjx8nHo+TSCSM9O7R0VGuXbuG1+vlkUceobravBljt9sRRRFVVVEUhVQqhaZpSJJkRKtzRXVWfCuKgqIoxiZULsPXzAK7snb2sgm73U4sFmNoaIjR0VEqKysX9bt4P/PuyxdM40OPFc3NikynKLCLFCkwf/laD60DQSIJhfoypykV3GGV8DpkJmJprk/E+Muj3TRVuakvz4+Zhq6r0+uvnQ/n5dpFphNJDxJJTy6YRSysWUT9df94lLd6RhmPJFlX6sRqmb5glCWRtV4H1wNxekcjvN0zxuE8b87MxKVIh2m8yTVz/bWu67RcD3L88jiheBqbRWJLtYsPNK3BYV0ZA6KRhJ/R5GSUUhYsNLrz3w7LZpF4aGsVD2299e+/IzhAWps0LKpxeKlyrLzh4JkRcxpwvg3OHn30Ub7yla/wj//4j/zyL/+ysdDXdX3ODb5kMonL5WLLli385Cc/IZlMznruUsgV2HsLkB6eVlTarg6ZjhXa4Gw8GOXq0JTIvijQ3FjYmvC5yBXYe3YtfrOqpaWFn/zkJwSDQSwWC06n04hWp1IpotEo8Xicl156iY985CNUVU1+3jds2MCpU6fw+/0mQ7Op9dfZVPEskiRht9sJh8NomkYqlZomsFVFxz+cNh2rWpd5TLbHtiAIyLKM3W7HarVitVpJpVKMjIwUBfYCGR2YoKdl8j0lCAKHiu7hRWZgeYo6ixQpMi+uT8Q4fnmMQDTFWq99xjprQRAoK7FilyXGoym+3zoww5UWRyx1DkUbM8ai4KbEdlferl/EzEDslGlc6diJLC48dfvltiFCcQWX3TKjuM4iigI+h0wwluZI6+Cs5+WTafXXJdMda09e8fN/f+Ms//3bLfx/P+njW2eu868n+vmzVy7yn75+gn9+9wqKqk17XL7JjV43ueuRxeUzzZoP53P7XxcgPVzXdc6OLp/BGcC+ffvYv38/PT09PPTQQxw5csTob52dg6qqRmpt9lg20t3e3g7Ajh078jqvLLkGZ3vrVl5Edl4fIZme3GxZ43VRU1pYN/6WbvP7omn9Gpz2wpgp3gpN07nQmvN5WqTAHh8f59ixYwSDQZxOJx6PB6vVakSZ7Xa70UYrEAhw9OhRQ0QDVFRUUFlZia7rxONx4z2dJft+z0arRVHEZrMZkW/IbC7lPm5sKMmUp8HmBEWPEIvFSKfTRuQ7Ho8TDAYJBAKm5yuyMI7/sNU03rJ3PWVV3gLNpshqpiiwixQpIK+2DxOMK7hslluamJU6rYTiCq93jRhmVkslGHvVNPY4HkAUVudi6XZgMEdg1zjuWNR1Wq8HiSQVPPZbi0GX3UI8rdI9HCaeWt4FlaIp9Ee7Tcc2u8wC+7WOYT73Yjsn+/wMBBIIApRYJWyyRCCWonMwzP853s//PNK17CK7fRnrrxfL+Zz660Kkh/eFJ/An48bYJVvZ6stvpKuiooIvfOELVFZW0tnZye/+7u/yn//zf+a1114jEokgCAKSJCFJkiG6s5G4b33rW5w8eZLa2lp27tyZ13kBpBSV1oGcyHEBItjnLk9PDy90+U7LxZw5bVm99ddXcuqvS0psbNq4uPdxe3s7iUQCq9WK3T6zyZwgCLhcLhRFYWJigqtXJz/LyWSSWCxmeApMfcxMSJKE0+lEkiRDyAP4/X4ikQiJRIJEIsG1y2HT43yVgiHss5+f7GdIVVWSySTxeNyoyS6yMI7lCOy7Hy2amxWZmWKKeJEiBeTKWIR4WsXnuLVQslpERAFC8TRDwQQbKpZmqqHrOsH4K6ZjHsejS7pmkdnRdY3B+BnTsbXOxQnseFpF03WkefTkFQUBURDQdZ1EWl3W9Otr8V7SesoYeyyllFsn0yR7hsN89bVurk/EcNtl1nrtpgWm1yETT6kMhRK80T1CXZmDX7ln47LNtz14yTTenuf664Wi6zrnJwpvcHY6Jz18T8VapDl68C6Wxx57jH/913/ld37nd+jo6KC3t5d/+Id/wOv1snv3bu644w727dtHQ0MD8XictrY22tra+Kd/+ifcbje//uu/nvc5AXQNjZJUJjejqtwu1npXPnI8rf56Y+Hrr3Mj2LubVq/AbsmJXu/auW5R9deKotDT00MikTC1kZsJQRBwOBzE43G6urrYsGFDZi4tLUxMTBhiV1EyPhW5EekskiQhiiKapqGqKj6fjzVr1uD3+0kkEqTTmbTwwIh5E9JTriNJlmnCPetnkH1eRVGoq8t/OcztTDQUp/WY2cDz0IeK6eFFZqYosIsUKSBpRQddR5xnVEIQBHQyBlZLJZG+SErpm7w21mL/62XEn+whqQaMsSy6KLcvrj90ic2CJAgoqs6tfMs0TUe7+R5b7trm3Prrza7tpoXe987fYCySwmm1UFYyc6aEwypR7bEzFEpwpHWQT9xRvyzzDqej9Mcm04AFBLZ7l0/Mz4e+6DgTqZgxLrHYaPSsfH/haenhea6/zqLrOh/84Ac5efIkzz//PC+88AJnzpzh+vXrvPXWW7z11lvGuU6n04jAiaLIb/zGb/CpT31qWeaV255rb13NikeOdV2n5crqchCPJVJ094+Yjr2XBPbu5sUJykQiYZjxzeQQnossyyQSCcLhTHRZVVW6urqIx+N4PB4jjTx7zSxZEazrupHenY2ab9y4kSeeeIKRkREuXbpELBYjGVd57d/eNV3DVzn3+zR7/SIL58ybnShTsgdrN61h3ebV2/+9SGEpCuwiRQqIzyljkUSSyq0ji5quo6gaFlHA51x6GncoJ3rtst+DJBa2vu92ZiB2wjSuduxDFBZ3C95X7+Pc1QlCifQt3zfhpILTKtG8zrvsLuKXIu2m8WbXZH1sMJbmnZ4xwsk0daVzm/Q5rBKyJDAWSfHGxREea85//Wt7Tv31hpK1uCz5MQ9cLLnp4bt865CEla/kOj1iFtgH1iyPS3R2se90OvnFX/xFHnjgAdra2mhtbaWnp4fBwUFGRka4evUqIyMjNDc3s2vXLj75yU9y+PDhGR2V88FqMDi7Ph5kPDy52eKwyjStLawhVfulIVRtUpzVV5dS5i3sZ2Y2dF3nQlt+BPZiBWn2cQMDA4RCISAj0AVBwOv1EggEjIjy1HZdWRO0UCiEKIqUlpZy4MABANasWcOaNZk2Y28f7WDq1JwekG2C0f4r15U863GQNVTr7e2lubmY4jxfjv+wzTQ+eDj/5SlFbh+KArtIkQJyX2MlRztHGI0k8TrkOaMk4YSCwyqxY62XSvfM/TAXQiD2smnsdX5oydcsMjsDsZOm8VrnnfN6XDyl0nI9QDihYLWINFW5eGxnDd8+c52+8SiJtDqrcFY1nYlYiiqPncd2Lq9Jk6KluRK9aDrWMEVgXxqLEEkqWCUReR5pmm67TDSpcHE4vCwCuy0nPXynt7Dp4QDn/P2m8d7ylU8PDyYT9AQnjQ8FYE9F/n//WXdjQZisGa2rq6Ouro7HHnsMv99PIBAgnU7j8XiQZZlgMMjmzcv7d9J1fVUI7Nz08J3rq2/p07HctFzMTQ8vfMr6bFy77mciMGWDwmGlsWFxfcwdDgeyLBvGYJI090ZlOp3GYrHgdmc2rGOxGJqmGeIaMkLb6/USDAYNQT3VzC/7/2VlZTz88MPT2n4BtJwybxKWV1uwWCbTysEcsRZF0ajp1nXdiLAXuTWqqnH6dXOG1l1FgV1kDooCu0iRAnJwUxlrSx2MRZJMxNKzps2mVQ1/NEW1187jeRAbyfQVEumpXxYiHscjS77uTGiaTuuNIH3jUdKqjs8hc9emMtzzMOi6XUhrMUbi5t6ZtSVzu7WPhpN8+8x1ftw1jD+aQtF0BMBptXBgQyl76rzEUyqDwQSVLhslNsnkwJxUMn2wPXaZ5lovd28uX66XB0B/rAdFn2wX45XLTfXXKUVD15l3OYQogK5DUlkeo7P2oLmWbseqENi59dfrV3wOuenhW3yVeKz5NUOaKlJmEyxlZWWUlZWZjlVUVBjRueViIBhmJBw1xjaLxNbqlY8cn881OFsN9dc95jntWsXp4RfazD4CO7etXfQGhcVioaGhgVAoRDwex+VyzXquruskEgmjlRxM9njPjYTLskxpaWkm3TuZNDaasm75NTU1PPHEE1RUVMz4XOdPXTGNy6tlSks9Ro/urFDPRsdtNhsOh8PowV1okskkvb29+P1+NE3D4XDQ0NAw7XO/Gug620d4yoaNy+tk+4HClhQVWd0UBXaRIgXEIok8c/8mvviDTq5PxEirGqVOq9F6SdN1wgkFfzRFWYmVOzeWcV/jzF+2CyEQO2Iau2wHkaWlX3cquq7zctsQL5y/wZWxKPGUik6mP7PPIfPAljX83F31eYnGLzfRpMJ4JIWOTlmJdcGbA0Oxs2goxtgtr8Mtz744vTwa4dkX2ukbjxKIpZElAVkS0XSd0XCSsUiSshIr9WVOREFgPJpkLKLjtEkICCTSKqqemevOtV7++Int84oaL4Xp6eHm+mu33YIkCqRV7Za9jgHSqo5FEnDb8/81FVeT9IbNC/BCC+zxZIT+6LgxlgSRZt/ypGbPxenRnP7Xy5AeLkkSb731Fj09PZw9e5b+/n5qamrYunUrmzdvZsOGDdTX15sW2tn01uUU1wDnc9pzNa+txmpZmb7sU2m5Yp7Hno2F7TWtahptvTlzWsUCu7Xd/D5u3rk0Q68dO3bQ2dnJxMQEsixjs03/3tJ1nWg0iiiK+Hw+1q/PbJCVlZUhyzKRSGTavU+SJNxuNy6Xi3Q6bVzD6XRy1113zSqu/WNhrvVNyTQRwFWa2XxyuVyUlJSgKIqxITU1ep5Op7HZbEaEfaVRFIUTJ07Q1dVFNBo1DNtEUeTMmTPU1tZy6NChWV97ITh11Pz9duCBbUgFuC8Uee9QFNhFihSYQw0V/NfDTfzl0W7GoyluBOKIQibSl1a1jOmT186dG8v4fx7flpc0wWDsB6ax1/nYkq85FU3T+cujPRxpHWQskiSt6rhsFgQBYqk0I+EEI+Ekp/v9/MnTzdSXr846vs7BEN+/MMA7PWMk0pkdf6tF5NDmcp7YtZbmdfPrf3kjp/56rvRwfzTFZ19s5+JQGFXXWeuzY5vyRa5qOoF4iusTmTZKD2+v4vJo5Ga6eGaOJTaJKo+dw9ur+NiBOkpsy3+r780R2A0l5v7ETVVuqr12hsMJEmltztpxXdcJxdPU+OzcvSn/kffO4GU0JiM4ax2VlFnndgdebnKj11s91TgtK98yL9dB/ECe+1/HYjGeeeYZXnzxRaMuNRePx0NzczMPPvggH/nIR9i/fz+iKK6IOVNuevieAvS/DseT9A6NmY7t2lBYgX3p2hixxKQpl8/toK7aV8AZZVAUhVgsZrh3Z03Icuuvd+1c2kZRZWUlBw4c4OTJk4RCIVKpFHa73Xi+VCpFPJ65J5eWlvLggw8amRnl5eXU1NQY7bUcDse06wuCgNVqNcSm2+2esxziwllzOUl5lR2rTSSVSmGz2YyWdrmoqko6ncbr9SIIgvE51HUdl8tFU1MTjY2NWK3Lc+9Jp9P84Ac/4OrVq0SjUSNlPTu3iYkJotEoo6OjPP7449TUFPZ9n+VkjsC+44PbZzmzSJEMRYFdpMgq4OHtVTRVuXnpwgCvd40QTqTRAYsosGOtl8eba7ivsSIv4jqp9BNPT+3lKORdYH/zRD8/uDDIUChBhct6U1xP7tqnFI3RcJKLQ2GefaGNv/65vasqZVzXdf7leD//euIqgViacCJttMRSNZ2RcII3u0f56N5aPnFHHW90j3LuaoB4KmNWt7fex0Nb1xivaSB23HT9WufBWZ/7hfM36BuLomgatT7HtEivJAqUl9iQBIGhUIKe4TD/+xf20z4Y4kYgjqrplLusHFhfZmRCLDcpLUl/zNz/usFtrk+TJZFHd1TTPx5jLJKkttQxa7r4RCyNLIlsrChh97r8L+Jbc+qvm70NeX+OhXJ2PKf+ugDp4WlNpWXMHKU8UJm/CPaNGzd49tln+cY3voHH42H//v3U19dTX19PLBajt7eX1tZWxsbGePfdd3n33Xf54he/yE//9E/zqU99yjB6Wk5WQ/11a/+QybxqU3UZHuf0NH1d1xkdHWVwcJB0Oo3VaqWuro7S0tK8z6ml2/x7aW4sbE/ukZER2tvbuXTpkiFKrVYrjY2NVNdsYHAoaJxrsYhs27J0oXbgwAEEQeD06dMkEgkikYhR6yzLMg6HA7fbzeHDh6mtNW9M7dy5k4GBAQKBgElUTkVRFMLhMCUlJWzbtm1OkXvhtDk9fOfeepzOTI9sSZJmdDvPGqdZrVZisRivv/46iUTCMFqTJInr169z4sQJPvCBDyyL38Fbb71Ff38/sVgMj8czbZ5Op5NIJML4+DivvvoqH/vYx3A6C7sBPzYY4Ern5PtfFAUOPFgU2EXmpiiwixRZJdSXO/mtBxv4v+7dyFAwQVrV8DmteU+hDkRfMo1LbHciS/lrNRFOpPnO2RsMhRJUeWw4rdNvM1aLSI3Pzo2JOFfGo/ywfZif3r/y6bCz8W+nrvEvx/oZDMZx22XqypxGirWiakzEUvSNRfmbH/fyv9+8hN0qkVI0VC3Tm/qNiyP887t9PL23lqf2iYTTk3WtoiBT7dw34/OmFI0fdQwTiKep9tjnXMB6HTKBeJqr/hhnrwW4c2MZu+sKE1G6Eu1C1Sfbl5RbqyizTq9bfXL3Wt64OELrjSA3JuJUuGzY5Um327SqEYiliaUU1pU6+ZV7NiLOo9f3QmnLqb/euRoEdo7B2b7ylRfY7f5hEupkKcMah4t1rvllacyHI0eO8Nxzz7Fnzx7+8A//kI997GMARCIRo040GAzS3d3NO++8w5tvvsnp06d5BTZ2lgAAIABJREFU/vnn6ezs5NlnnzUesxzEUmm6hkZNx/asW/kI2oU+8ybH7g3TRf6VK1c4d+4cw8PDJJNJo9Y2K7L379+f1+hfa279dWNhIou6rnPy5EnOnj1r1BpPvU8Gg0FG/edNj9nSWI3NtvQNXEEQOHDgAI2NjXR2dtLT02NEz0tLS9m2bRuNjY0zpo9v3ryZXbt20dLSQigUQpIk7Ha7kZmRTCZJpVK4XC42bNjAHXfcMedcLpzpM40ffHQ/Y8FeLl++TDAYxG63m66fSCRIJBJYLBYURUFVVXRdx+FwUFJSAmQEfjQaJRQK8Z3vfIf169ezbt06GhoaDOfypRAKhejp6SEajeL1emfcBBBFEbfbTSgUIhgM0tnZyf79+5f83EvhzBudpnHTnvV4SksKNJsi7xWKArtIkVWGXZbYULF8N+9AzCywfc4n8nr9o50jTMRSWC3ijOI6iygIlJVY8UdTvNw2yEf31i6LmFooI+EE3zzRnzEPc9txTUmvTioq/miKSFIhpWgkbhpwibE0DpuE1y5jtYiEEgpjkRT/51gfEaEN15RSsir7HmRx5h357uEwo+EkoiBgu0X0WRAEPHaZcELhVJ+fOzcWzhimJ2xuX9Lgmtld1euQ+fxTO3n2e230jEQYiSRAx6gvTymasaHxOx9s5OAypIcn1BTdYbOYLXQEO6YkuRgaMh3bW7byDuIzpYfnM0r5wgsvAPD5z3+eJ5980jg+1TTKbrdTVVXFoUOH+Nmf/VlefvllvvrVr9LR0cEXvvAFdu/ebZhH5Zv2gWHUKaHj+lIv5a6Vj57l9r/enVN/ff78eY4dO0Y4HEZRFCMlOJ1OE41GiUaj3Lhxg4cffjhvUcjWnPrr5sbCmK6dPn2a06dPGyLS5/MZqdjZvtE3BmNk/O9vznVHfjdvvV4vBw8e5ODBg6bWV3MhCAL33HMPdrudkydPEg6HCYfDxsaIw+GgrKyMpqYm7rvvvjn7bU+MR0z116Ik0rx3A1bbZn784x9z6dIlEokEwWDQmJ/VasXtdhOPxxEEAYvFQklJickYM5VKGeI7nU7T1dXF1atXaWlpoaqqinvvvXdJQruzs9Po6z3X68um+0ejUTo7O9m7d++yey/MxekcgX3gwW0FmkmR9xJFgV2kyPuIRLp3mnu41/nhvD7H+WsBIkkFzzzMqZxWiZGwzvWJOIOhBLW+6bVpK82rbUMEY2kcsmQS17GUwmAwYUSqp1aD6kAiraGqKcpdNmp9DuIplaFQnJB2iqmesz7L7Gmu4YSCqulYxFsv2ABkSSClaESSyi3PXU56Iq2mceMsAhug1ufgLz6+h5daBni1fYihYAJV0zMmPTYL9zRU8PTeWpqqlseA52KoD2VKtL3KXk6lPf8ptQuhZeIaqj5ZE76hpIJy2+xOxcvFmZz+1/vzmB4O0NaW2Yh5+OGHb3muJEk0NDTw27/923ziE5/g537u5zh69CjPPfccf/qnfzovo7yFshrqrzVNp7XfvNmye0r99aVLlzh27BiBQAC73Y7H4zH9HjRNIxaLMTExwdGjR3G73UuOPo4FIgyMTkm5lkS2bcxf1tN8CQQCnDlzhmAwiMvlmhYptlgsuFwuguEgTLlDL1ZgJ5NJrly5QjQaRRAEw7hsquv9QoRff38/vb29Rlp51lMga963bds27r333lu2AWvNqb9u2FpDiStTQvDII48Y6fNXr14llUphsVioqanB5XJx/vx5otHoNHGdbYmXdRfP/kxRFKMu2u/38/jjj7N27eI2V4aHh0mlUjPWoOciyzKaphEOh4lEIng8hfHIUBWV8++Y208eeKCYHl7k1hQFdpEi7yNyo9cu2yFkKb8taKLJrEi89cJDEAQkUUDTdWIFFolZ3uweI5RQqHRNLt5SisZgMEFS0RDIOLZOrZEUhExbqZSqMRZJYpEy0eWyEp015eZepX/+fQebyi7w2M4a7m2oMEXtM+nSGff4+aBqOqII9gK6mcaUCAPxPtOxza4dM598E69D5hcOrufjd9RxcShMKJ7GJotsrnThcy6vsVdrTnr4rtWQHj5e+PRwXdenOYgfyKOD+OjoKHa7nbKyMm7cuEFDw61/71kBUllZye/+7u9y/Phx3n33XYaGhmbsC7xUzl83R2kLUX99eXiccDxpjN0OGxvWZLJTdF3nzJkzhMNhHA7HjEIl6yIdiUQIh8OcO3eORx99dElzau0x/162rF+D3brynhkdHR3E43GsVuuMadgA6bROKGS+f+7YvjCjvlgsxunTp4105ql11h6Ph+3bt7N3795bCuGpdHV18cYbbxAKhVBV1UjhzqaHx2IxLly4QDwe55FHHplTuLee6zONm/dO3i8EQaCqqoqqqswGyNSNqBdeeMEwWZu6KRMKhQxxLUmS0Zs+25u7rKyMSCSC3+/n1Vdf5eMf//ii6qIVRZn3xlh200HXdaPGvhB0t1wlEowbY09pCQ27luZIX+T9QeFyLooUKbKi6LpOIPo90zFfyZOznL14nFYJURBQtVuLRF3XMyJREOZ0lV5JArEUaVUzpWhP3DwmkDE4ydW/ug6SIGARRRRNxx9NMRFN4fF0Y5Emo6XBiI+2qyX8qGOY//H9Dv7HDzpIpCd/3rDGhccuk1I10uqt+5SGkwolVgvb1xbOAbs30s7UeH6NvR63PL+6XVkS2Vnr5VBDBfvXly27uAZoDfaYxquy/roABmfXIkFG45P9n+2She1lS6+7zOJyubjnnnvw+/185StfIZFIAJl7QHYhn8vU1NuHHnoIVVXp7e1dlj65uq5Pa9G1Guqvd22oMTbhBgcHGRsbQ1EU7Pa5e5M7nU6SySR9fX2Ew+Elzam1d7rBWSHo7e2d1YU7y/iEYsou8nos+LzzF4OhUIjvfe97nD17luHhYVM/6UgkwsDAAMeOHePIkSPzFn4jIyO8+eabBAIBo/e10+nEbrfjcDjw+Xy43W7C4TA9PT2cOnVqzuu1nTN3HNi1f8Os5+bWpyuKYnIXVxTF6IudFddTH5fdXMiWcYRCIS5eNEd054vVakUUxXn14M7eF7L9uwvF2Te7TOM9921BWuaWl0VuD4rvkiJF3ifE020klcloqoCM15Ff93CAXet8uOwWQolbLz5iKRWLKLDW52Ctt/Dp4QAWSUAAtJvLNFXTjdRtSRRmbhV0cw0jCpmFQTylMhJOsLHW7Kw9Or6dDeUunFYLg8EEr3eN8L9evYh2czPCbZf5wJZKPHYZfzQ1Z1uibKbAGrctL73RF0t35IJp3OhuLtBMbk1STdEV6jMda/YVVmCnNYULE+bI8b4C1F+fGjG3NdpTsRZZzM+mV9ZM6aGHHgLg61//On/+539OJBIxIlVThUB2cT11Id7X10cikWDt2rXL0kLoqj+IPzYZqXLKMo1rVv5zldv/emp7roGBAZLJJHb73AaIkIlky7JMMplkcHBwznNvRW4Eu7kABmeaphGPxw0hOBtjftU0riibf6Kmoii88sorDA0NkUwm8Xq9eL1eSkpKKCkpwefzUVJSQiQS4cqVK7z11lvzuu6FCxeIRCLIsozT6Zzxb5eNjkciEdrb20mlUjNcCSLhOFd6hk3Htu+eX0Q1u1Ew9fkTicS86sizddGJRIKOjo55ieRcNmzYgM1mMzbX5iKZTGKxWFizZo1hwlYIzr5t3kzYd//y+D8Uuf0oCuwiRd4nBKLfNY3djg9gkfJfe/rw9irKnFYSiko8pc56nqbrTMRSeB0yH9pZvSoMzgA2lJfgsEpEk5m5J9Iq2s1FydS2UlNnKyIYCxRRAEXTSasaTXXmdlBDo1sRRQGvQ6bW52AskuLtnlHOXJ0wznl6Ty1VHjtJRWMskpqWLq7rOtGkwkg4QZXHzlN7a7HLhYv+94Rz669Xr8Duyq2/tpVRZc+/kdpCaA8MkNSmOHfbPdQ6V74m/HRO/XU+08OzKac///M/z+c+9zmSySR//Md/zJYtW/i93/s9XnrpJXp7e4nFYsb5WVdxgPHxcb761a8CLDndeTbOX8+J0tZW56Ut4kK50J/rID4pZlOp1IJqz7MptrOJtfmQVlS6+syCrrmhMBHs+bzuMb+51Kiqcv6p7JcvX2ZkZIRkMjljC6msWVhWCHd3dzMxMTHL1TLEYjEuX75MMpm8Ze1xNrI8OjrKP/3TP/G1r32N5557jpdffpn+/n40TaOj5Zpp43XD5jV45hmhd7lcWCwWU+Q9m7Y9W0r61M0vWZZRVZVQKDQvkZxLY2MjJSUlqKpKMpmc9bysj4DD4WD79u0FawcXiyS4mJOOv+/+rQWZS5H3HsUa7CJF3gfouspE7AXTMZ/z6WV5Lq9D5snda/nmiX6GQnEq3XZKrJLpSzKtZvpgS6LA+nInj+7Ifz3lYnl0ZzWn+vyMRVJ47BY0XUfXJwV1Jr49mRQtgNEje/KITnXZMJ6SkHE0rciM+Ccdfa0WEZ9TJhBLc6R1kDs2ZNJeN1SU8N8f3cKXXu5iMBinbzyK2yYjSwKaDpFkZkFU7XXw2M5qPn6gcPVg48lhxlOTi29JkNhUsnodVi/kpIc3+xoLNJNJzoz3mcb7ytYXZEF5Zhnrr2HSDOo3f/M3AfjmN79Jb28vf/d3f8eLL75IQ0MDmzdvZt26dVRUVFBeXk51dTUtLS184xvf4Pjx4zQ3N/NTP/VTeZ1Xlmnp4QUwOAvHk1wZ9htjQYCd6yfvjVar1dismA9THaQXS3f/CKkpZSyVpS6qypfHgHAuRFHE5/MRCARIpVIzpg3ruj4tgt2waf5ZCNkab6fTOWcNtMViwWq1GtHce+65Z9Zzx8bGSKVSSJI0Z+Rd13XC4TDpdNrYFMmK2/HxcS5fvkxVVRXjV81iesee+We7NDU1cePGDRKJhPH7my1LKpuePbUUYWqUO9s7eyHYbDb27dvHT37yE8PhfGo2RrbeOhqNYrfbqampmZdXw3LRduISqjL5WavdtIbKtYU1xCzy3qEosIsUeR8QSf4ERR0xxqJQgtfxyLI93y8d2sBoJMmPOoYZCycZj+iU2CwIAiTTGom0itchs6GihM99ZAdex8ob5szGPZsrqCt1EoynGQolcNssMMXUTBRhShAUQQABHUXLCHHlZrp3U73ZTGtkvAFNM79Oj12mbzzKqT4/sZRitDU71FDBl36qmefe7aN9IEg4oZBWM07bFS4ra30Ont5TW/DWZrnp4evsTQRj4Lapq6amfioXAmaBvWsVCOzV0P86kIzTHZhs+yMA+yqXJ0pZUVHBs88+y8MPP8w3v/lNfvjDH3Lp0iWuXLnCj370I2w2GxaLhWg0Uw8uCJmyjNraWv7iL/6Cfftm7iG/VFqum527C1F/3dY/ZPJ32FRVjtsxKSTXrVuHzWYjGAzeMpKdbbXk8XgW7foM0JbTnmtnQ2H6XwNs27aNoaEhw+gs9/WHwhrp9OQvULbAobt3z+va6XTacLl2u2+9gWC3242a7LnI9pueS7Druk4oFCKZTBqbIjabDY/Hg6ZpJJNJ4+fn3jBnI+zcM//7RVNTEydPniQWixGLxYx09exnLPv7zHoi5Ars7PHs/BbDnj17SCQSnDt3jmg0SiwWMyL32Xpvp9NJdXU1jz322JztvJabcznp4XvubSrQTIq8F1k1AlsQhHXAF4APAeXAIPA94PO6rs+dg2O+ThnwLPA0UAOMA68Az+q6fn2uxxYpcrsyEf2Oaex1PoYoLl/NsyQK/LdHtrClys2LLQNc88eIp1V0HVx2C+tKHdzTUMF/unsD1d65zXpWGqtF5DNPbOcPn79Avz/GSCSJrulomo4qZCqzMzHqSVJqZjT1WFO9uf66b3DrzTMmF4WSmHFRV1SdYDxt6hu+s9bLn39sN70jEY5dHs84bVtEtlS7ObipHHkVGK1056SHn2r3cuTISURRYE+djw8313DXpvKcCH9hSKjJaf2vd3kLK7BVXeOc32xYtL8ABmdnR83p4VtKK/FYl+dzmV2gHzp0iIMHD3Lp0iVOnDjBO++8w/nz5xkdHUUQBOx2u9Gz91d+5Vd44okn2L17fmJpocRSaS4Oj5qOFcTgrH/2+muAqqoqKisriUQiRqR1JnRdJxaLYbPZ2Lhxo6nP+EJpu5QjsDcXTmA3NTVx+vRp4vH4tFZTMD09fE2ljYaG+fUBz7poz6enNcw//d5msyGKoiG0Z7p2IpEwiWtBEAzDMUmSDEO0wESQsaG46bE79s4/gm2z2bjvvvs4evSoYXiWjapn67OzIlqSJEpKSkxR92QyidVqNTZ6FoMgCNx9991UV1fT2trKjRs3jDR1SZLwer1s3bqVXbt2LYvXwkJoedf8Hb733mL9dZH5syoEtiAIm4GfAGuAF4Au4E7gd4APCYJwj67r4/O4TvnN6zQBPwb+DdgK/ArwYUEQ7tZ1/fIclyhS5LZD1WIEY0dMx0pLlifNciqiKPD03lo+snstZ65OcGUsiqLq+Jwyd28qp7SksF+ec9GwxsWXf2YXf/7DbnpHIlwPxFBSKmlNRxIEZIuIqmqoOsxklu5yhFlXaV6Ynu5ejywkqXTbbqaZZxc1mSj4bIK5YY2LhjUr3xP5Vqi6ysWQOYLdc6WScDCOpuuMhJKcvOLnwIZSPv34Ntz2wmYpdAQvm+qva+wVBe9/3R0aJqJM1iL6ZCeb3fltmzcfTo3kpIfnuf/1VKYKDFEUaWxspLGxkV/4hV8AMvWn165dQ1EUGhsbjf63kiShquqCWiPNl9YbQ6hTQsfry3yUlqy86WJrnzmKvmuDuXRGEAQOHDjA2NgYgUAAYFrLpWz9qqqqlJWVsXfv3iXNqa3XPKdCRrBtNhuHDx/myJEjBAIBoxd4NgI6PGqu6737rm3zjoDKsmyI5vnUuWdTqG8lAquqqgyH8FwHb8h8B0w1GstGjnMFrCiKqCk7mjopsCuqPFTV+Ob1+rI0NTWh6zpvvvkm8XicWCxmvObsc4uiSElJialmXFVV4vE4Ho+HHTvmbsM4HzZu3MjGjRuZmJhgYmICVVWNyPVyfMYXSmA8zJXOyewEQRDYdajwGU9F3jusCoEN/B0Zcf1fdF3/6+xBQRD+Avg94E+AZ+Zxnf9JRlx/Rdf1/zrlOv8F+Mubz/OhPM67SJFVTyj+CpoeM8ayVI3LdmjFnl8UBe7YUGbUGL9X2FTp4m9+bi9tN0J868w1vn9hkEgijSyJVLpsjEaSxFIqM1Wwbak3pyLfGK0hEClBltKIgkDFzR7bibSGKECFy0bpCrSoyicnB9pI6ZOLPSVlp9xST0WFeNN5Pc1gMME7PWN84aUO/uSjzVgthYu659Zfr4b08Nz6671l9YjCyv+OTucI7DvyXH89F7quG9E9WZaprKyksnL6JkM2wrUctFwvfP21ruu05kSwm9dPn8fGjRu59957eeedd4zexNn2R9m0cKvVSllZGQ8//PCMv8v54g/GGBgNGmNJEtm6MX+t2xbDunXr+PCHP8zrr79OIBAgkUgYhlv+CbMovvPA/D/jsixTXV1tGHjdypAskUhgtVqprZ27x7YkSWzdupWJiQmi0Sher9ck3hVFMdUzC4KAxWKZJsQBAqPm+vLti+zHvGXLFmpra+ns7KSrq4uxsTGj37csy7hcLuP5s1H6aDSK0+mkvr6e9evzl2VTWlpKaen8NzpTqRQ9PT309PQQi8UQRZHS0lK2bdvGunXr5kzFXwitx8wlXpt21OL2Lbz3d5H3LwUX2IIgbAIeAfqAv8358WeB3wB+URCE39d1PcosCIJQAvwiEL35uKn8DRmh/qggCJuKUewi7yf80W+bxj7nRxGEwu8QvxcQBIHmdV6a13l5cvda/uQHnQwE4gyFEqRvhq5z08VhusC+eLUJSRRIq5rhnG4RBeP/H9lRvSrSqBfCd7vfgil7JrFAHcJNcSiJAj6nlRKbhRuBOGf6J3i5bZCn9sy9GF1OWqbVXxe+ni5XYB8o37Dic0iqCi1jZmGXT4Oz0dFRzp8/z8GDB2etbZ1PlHE5jd/O5wrsAqSHXx0NEIhOOjOX2Kxsrp7Z4b65uRmv18u5c+cYGBgw+hhbrVbcbjfr169n3759VFVVLWlO7Tnp4Y31ldity5+JcqsIcm1tLZ/85Cfp7++nu7v7pjmYzitvXDGdt23rwmrPt2/fzrVr1wiHw0Zq90xke0eXlZWxffv2W163ubmZ3t5eBgcHCQaDlJSUYLFYEATB2FzKmo1lU7NnYnzYnI6+WIENGUfxO+64gwMHDqAoCqdOneLcuXPE43FCoZDxmVQUBYvFgsvlYv369TzyyCN5E7EL5eLFi7z77rtEIhESiQSqqiIIAjdu3KC3t5eKigoOHz5MWdnSN/NzBfbuYvS6yAIpuMAGHrr57w91XTdZY+q6HhYE4V0yAvwgcHSO69wNOG5eJ5xzHU0QhB+SEesPArcU2IIgnJnlR0WP/iLvGVLKDSKJd0zHykp+ukCzeW9zx4Yy/tfP7OIbx/t5qWWQQDyV6XsNhsu4RRKwWlJsXmte6HX2N6HpIAoCqqYTiKUyiytNp8Jt40OLdFHXdZ2W60FebR/iqj+GpumUlVj5QFMl9zdVLlv7rr6xKBGph6n7+dGJ6VENWRKpcNmYiKX4wYVBnty1tiCmbFElTm/YXOtc6Ai2pmucGTfXhO8vgMBuHR8ipU1GxtY6PdS6vHm7/te//nX+6I/+iE9/+tN88YtfnCaeBEHg0qVLhuGRxWKhtraWmpqVEbmZz1DhDc5y6693rq+a87NSX19PfX09Y2NjDA0NGZHruro6I61+qbRfykkP37w83R50XWd4eJj29nauXbtGKpXCYrFQU1PD9u3bqaurmybqJEli06ZNbNq0CYCz5/uByfvu+vpy3K6F+Qhs3LiRqqoqUqkUwWAQt9tt2vzJulxHIhFcLhdNTU34fLdO0XY4HDz++OMcOXKE0dFRIpGI8RrS6bRh7mWxWHC73TOmneu6jj9XYO+ef/31bAiCgCzLHDp0iHXr1tHW1sbVq1dNddEVFRVs376drVu3Fsx0rKOjgzfffJNgMGj05LZYLEaEPRQKEY/HefHFF3nqqacWFBWfidbjZoHdfHfh3MyLvDdZDQI76xrQPcvPe8gI7CbmFtjzuQ43r1OkyPuCiei3mRpfdVh3YbcWjToWS2OVm88/tZPWG0HaBxR8DpmJWJq0pmGTMi1VGtddwWKZFCz+kI+RiUoEdCxSxtBsLJLC45CpK3PwqQ9tpdK9cMOY6xMxvvRyFz3DYYLxNIm0ho6OVRI5dmmcr79zhd98sIH7m/Jf03u0ux+HZ8R0LDoxczSlxCoxFtbpH4/SPRJma3V+Fv8LoTXYizblc1DvrKbMuvLzmMrlyBiB9GTphstiY4t35dvVTau/znN6+Jkzmb3qgwcPApO1q4IgcO3aNZ577jn+7d/+ja6uLqxWKxs3bqS5uZknn3yST3ziE8iyvKDezwvl+kSQ8ejk38EpyzSumX9rp3zR2m8WszOlh89ERUUFFRXLM9/cCPaOBRqcqapKf38/fr/fqLHNNV1LpVIcPXqUK1euGOne2b+33+/n8uXL1NTU8Oijj84a2QXo7DK7eW/bsvBNEovFwmOPPcb3v/99hoeHCYVCiKJovAdTqczGqMvlYtOmTdx///3zvrbP5+OjH/0obW1tdHZ2Eg6H0TQNWZYNYzGv1ztjajhAPKqSiE3GoCyyyKampWUo5JLdtAmHw0YbLafTSXl5ecF6UQNMTEzw9ttvEwgEcDgc09L3LRYLDoeDUCjE2NgYr732Gj/zMz+z6DmHJqL0XZx87wuCwM4752eWV6RIltUgsLNb5cFZfp49fqttwnxdBwBd1/fPdPxmZHt5+oQUKZJHdF3HH/2W6VhZyc8WaDa3FzqZNOgyl5VgIg3aZAprY12X6dyLV5vINPKCbPtaWRLZV+/jtx5sYG/9wnfar0/E+G/fusCl0QixVKblWZVbRhAEEoqKP5ZiPJriS0c6SSoah7fndyE2lO5EECYFazJSjpqa2YhNEARsskhK1fFH5nbcXS4uBMz7rqshPfz0DPXXUkHqr6+Zxvmuv3777bcB2L8/85WadUkOBAI888wzvPzyy0BGKI6NjXHx4kUuXrzIt7/9bb773e/yj//4j3lJ+ZyN8znR6521VVgK4NDflmNw1rxh5TdbpqJpOh1Xhk3Hdswzgq1pGufPn6e9vZ1gMGj0dpYkCbvdzsaNG7nzzjtxuVy88sorXLlyxeh97PP5DLOxRCJhtKd66aWXeOqpp2atje64aN4MWGh6eBaXy8VTTz3FmTNn6O7uNmqTATweD16vl+3bt7N79+4FewI4HA7uuOMO9u3bx/DwMMlkEkmSeOedd7h+/fqc/c39w2nTuHHbWmR5eZbwbrd7Xq3KVor29najnddsf39BEPB4PExMTDA6OsrAwMAt6+Nno+3EJdN44/a1uLzF+usiC2M1COxbkd2CmslLqBDXKVLkPUE0eYKUMpmCKmDF53yqgDO6fXDZLJn2Wpo+6QiOjiRoNKwz1/r2XtuCQEaQu2wWoimFxioX/+8vHlhUurSu6/zZKxe5PBpB1XTWlzsRp+zUWy0ibpuFQDzNjUCcvzraw461Htb68ueKnLSbX+NM6eHmOWP8DgrB+QmzwN6zCgR2bv11IdLDNV3n9Ii5RdeBqvwJ7MHBQYaHh9m2bZuR8p1N9f3MZz7Dyy+/jMfj4dd+7dd4+umnWb9+Pa2trTz//PN897vf5Xvf+x47duzgs5/97LKlpubWX+8uQHp4Mq1wccDcJqy5vrAC++rQBJHYpCu322mjrurWm4GqqvKjH/2I3t5eIxU627M6a5YVjUYZGBhg06ZN9Pf3E4vF8Pl8JsEqCILRnioYDDI0NMSJEyd44IEHZnzeros5Eeymxf8dHQ4H9957L3feeSf9/f0rIRhcAAAgAElEQVREo1EEQcDn882Yrr5QJEky9SbftWsXfr+fUCiEJEkzvtfHh80O6TvykB7+XkBRFLq7u0kkErcsfZja3q+zs3PRArv9pFlgN99VTA8vsnBWg8DORpZnK/ry5Jy33NcpUuS2wB/9d9PY43wEi1TYtkS3Cwc3lXNpNEI4rmCziKRUDU2DjbV92G2TRkWxhJOrw3VYJIFSpxWrJGK1iNyxoWzRtchtN0J0D4WJptRp4jqLIGSeL6VkTNWOtA7ya/dtWvTrnYqu66Rt5vq06MTsiz1N00koKmtkG7WlK9/6yJ8K0R+bFFEiAs2+wi6YdF2fFsEuhMFZb3CMYGry/eqWbWzx5a+k4Pjx4wDcddddQCYd2Gq1cvnyZb7+9a9TVlbGl7/8ZX71V3/VeExdXR2HDh3CarXyta99jb/+67/mt37rt6iuXh7BmesgvrcAArvz+giKOhm9XFvmodwzezr0StBx2RxR37apel73rGPHjtHT02PUKcuyPK2NWDgcZmRkhJGRETRNw+VyzRoNFkURj8dDIBCgt7eXgwcPYrdnaqv9fj8dHR20tvUw7p/0wJVlkfq6pX/XWa1WGhuX36th27ZtXL16ld7eXoLBIHa7HbvdbkTyk8kkowPm/tdbmxdvcPZeIhaLkUxmNhfms8kmyzLRaJRgcPFL/dwI9s67iunhRRZO4XqmTHLx5r+zhRSyd7fZaqvzfZ0iRd7zqFqYQOz7pmNlJR8v0GxuPx7bWY3XIRNOpnFaJSQxY1jWVG9OD+++1oSiCUiCgNtmIRhP43PKPN68eLHwSvsgwXgar0OeUVxPxeuQCcbTvNYxbFrAL4WBRD9pYdJHUlVkYsHZ0zFDiTRO2cKeOh/rSlc+zS43PbzBXYfLUth0v77IGOPJiDF2SFa2eReX0roUTg5Pr7++1XtqIfz4xz8G4L777gMwFsqvv/46iUSCJ598kl/91V81UnAhI8B8Ph9/9md/Rn19Pel0mrNnz+ZtTlNJphUuDpkjx4WIYLdNq78ubPQapgvsHZtuPadYLEZHRwfhcNgw68qtg80KZlVVSSQSM/aGziUb1Y3FYly6dAlN03jnnXf493//d06dOsXFHvNc3S54/vlvMzY2Ns9XW1gkSeLw4cNs27bNMOcKBoOMj48zMTFBKpUmEjQnX27dWbiODEsllUrR0dHB22+/zRtvvMGJEydm/Vtl3dXnS7aX+Fzp9nORiCW51G6+L+64Mz+b00XeX6yGCPbrN/99RBAEcaqTuCAIbuAeIA4cv8V1jt887x5BENxTncSFTO+YR3Ker0iR25ZA9AV0fTIyJUtrcdvvK+CMbi82Vbp4ZHs1L7YMMBJOIAIqGo11F03ndfQ1YRFFXDYL/liKEpuFpio3e5cQXbnmjxNPq6yZhzGaXZbQdQgm0gTiaaP/9lLoCp0zjcdHalAUAcsMAahoUsEfS7HO5+TJ3SsvIGF6evjuVZAefmpa/XUdsrjyrfNy+1/n2+Ds3XffBWD37t0ARl3nqVOnAHjiiSemPSbbz9nj8fCRj3yEv/qrv6Krq4vHH388r3MDaB8cIT1lIV7r81DuWvnNl+kCe+VFfi4dOQ7i2+dRf93V1UU8HkeW5TlFc9a5OpVKzdvATpZlFEUhFArx1ltv0dbWRigUwmazkUjagMkaZbdTZXBwkJdeeomnn356yY7SK4Esyxw+fJjdu3fT0dFBX1+f4aYuam40tc04t7zSTWVV/pz+VwpFUTh58iRdXV1EIhHS6czfTBRFzp49S01NDYcOHWLNmsle6w7H/8/em8e3VZ/5/u+jXbIted/jJXHixFnIHgiQhVAILVB6L1zo9NdpoUOHbrRTluE1ZesN0FvoAjMF2kKBO9OWaQfmUgoFWiBhC9k3Y8dJ7HiJ902btS/n94eR5HOcPZaOrJz368UrfL+WpceyJJ/P93mez2NGq9UiiiKRSOSUfe+hUAidTndSQ7yTcWhvJ5HwhGqSmiLyipQ1xFSZnigusEVRbPt0hNYVwLeAf5vw5R8CWcCvJs7AFgRh7qff2zLhfsYEQfgPxkdxPQjcMeF+vg3UAG+pM7BVzgdGPL+XrPOz/pc6+3qK+fZldfhDEd5tGWTIHaCksJMcSyIrGQgZ6OyfiVYj4A2GybUYmFOSw31XN5zTqKqImJi/fToIjPdAR6JTYz/R4t4nWY/Zq+ka9ZJj0pNt0qEVxud9O30hAuEo5TYz/2NpBRfNPP5M32QiiiL7HNJDj8W5yrvoTy4Pr1Ukjp0yg7OVUyiwg8Eg+/aNv1auu+46Fi9ezIoVK1i/fj3d3ePCftGiRQCTelpjWSuXywVAZeXUCv8Y6dB/DZMdxBdUT60p4ZkSCkc43CXN7DfMPHVMvb29BAKBeAn3yYiNWDpd4RTDbrfT0dGBy+XCarWi1+uxO8cktykrtSCKAUZHR9myZQtf+MIXTuu+04Hi4uK4wIwdPrz20k4gIbDr50+/7HU4HOaNN96IG9ppNBqMRiOCIBAOh7Hb7Xg8HoaHh9m4cWP8PR+bLOB2uwkEAlgsJz4AixnjxUaonQ3Nu6UjNhtWKPPZrDL9UVxgf8o3ga3AvwqCsAE4CKxifGb1YeAHstsf/PRf+TXmvwDrgO8LgrAY2AHMAz4PDDIu4FVUMhpvsBFfsHHCjkB+tloePtXotRr+eeNcltfk89qBXky5f5N8vbV7NgaNkRyTDpvZwMrafL59Wd05Z5ELsgzotQL+cBTjKeZchyNRoqKIXqvBZj55Gebp4A2P0emRZoTnW5fgy4/g9IUYcgcQRRGdRiDHpKcyX8+Ny6v44soZiox56fUPMRSwx9d6QUeDTdlyv/H+a+lFnBL9170eFz0eV3xt0GhZWDh1AnNgYIDVq1czODhIa2sr3d3dvPbaazzwwAMAZGVlxTOL8tdGTGw1NzcDCSE+1cj7rxdXpr402z7mo3sk0S+q1QjMq1RWYLceGyYUTpTtF+dnU5h7/CkBE4m5hZ+OCZhWq5WU855OZtJkMjEyMoLX68VsNsfHZ406IpLbFuTpyMk2MDo6Sn9/P0NDQxQVTf24wmQTe18cbpYaEc6ZhgL7ww8/jIvrnJycSRUOWVlZjI2NMTIywltvvcWNN94YH+c2f/58jhw5gsPhOGF1hCiKeL3euJt4be3ZCeODu6SfzfOWqQJb5exIC4H9aRZ7OfC/gY3AZ4E+4F+BH4qiOHqa9zMiCMJFwAPAdcClwAjwPHC/KIrdJ/t+FZVMYHRMmr3OMa3FoEtOBuh8R6MR+ExDCRvmFvHHoz8kMCFJXGpcwxdXVVGRa2bDvBIqpsjFe119ER+1DjMyFsRq0p1UuLr8YXJMelbXFWA6hRg/HQ67DxAlUT5XYqrkrqsv5ujQGG980k9Lv5tAKEKOSc+FM/P5TEMJuRbDOT/u2bLPLs1eN9hmYtCc+0HDudDhGWF4Qv+1Satnfm7qL5h3Dkiz1xcUlmHSTt0lQUVFBX/605/iGceDBw+yb98+GhsbOXDgAFqtlo8//phrrrlm0vcKgoDdbmfHjh0UFxczd+7cKYtrIgdkI7qUyGA3dUljqCsrxGRQ9tLsoKz/uuE0+q9hPNuo0WhOq/91omFVJBI5aUl5OBwmHA5jNBpxu90Eg8H44cyYJ0oolPjg1eshJ3t8zrrRaMTn83Ho0KFpKbBjHG6SOqTPaZheAtvj8XDo0CHGxsaw2WzHNSuLzRd3uVy43W6ampri5ohlZWUsWLCAAwcO4HK54iZwsdLxcDiMz+cjEomQm5vL2rVrz3iEGoyL9JY9HZK9huWqwFY5O9JCYAOIongMuPk0b3vCK8pPxfh3P/1PReW8IhL1YPf8P8leQfbfKRTN+cNIsIWAOBhfawUj37n0evSaqXfNvqSuiBJrOyNjQezeEPlZxxewvlAEhy9IZZ6Fzy2cGuFw0C01m5qXswQY70n/1vr0G2WyVyawl+SlQXn4sDRDsiSvSpH+651J7r/WaDQUFBRQUFBAXV0d69evx+/343A46Onpoauri7q68dfM8fpw//CH8SkIV1xxxaT7ngoGXGP0uRJmfXqtlnmlxSf5juQg779ekIYGZ/NqTy+jXllZSVtbG36/H6Px5JU6sV5ZQRDiM46PJ4piruMWi4WKigo6OzvRarXxLPmIXZq9zrMlDh0NBkN8lvZ0xe8L0nl0ULI3p0EZP4uz5eDBg/j9fvR6/UmdwGOj2cbGxmhpaWHZsmXx18gll1wCjM/E9vl8OByO+PdpNBrMZjMWi4UNGzZQXX3ysZEnoufoIG6HN77OspqpmqP8+1FlepI2AltFReXccXhfIZqwK0CnKcZqvlzBiM4POsek3okVlouSIq5hfM71t9fX8dDrB+lx+AiGo+Ra9Bh141mbcCSK0x/C5QtRajXx2QVlLKw4d0OcqBilxSXtv55nXXrO95ssImKEAw7pvO4lucnJhJ4JcoOz5YU1isSxY1L/dXLH/mi1WrKyssjKyqKiooLly5fHhVDs31gv7l//+ld++ctfxo3OkoG8PLyhrBjD8Zz6kswnXQOS9QKF518DHGyXxjSv9vRiqq+vZ+fOnYyNjcVHsh2PWDlvdnY2ubm5OJ1OHA4HJpMJo9GIVqslGo0SCATw+/2YTCbKyspYuHAhnZ2dkvuyy8rD8/O0kseZ7rQd7ic6wT+jrDKfHGvqxx2eCwMDA2fcm+/xeHC5XOTn5wPjInrNmjXU19fT1NTE0aNHCYVCCIJAVlYW8+bNY+7cufGy8rPhoCx7PWdx1TnPPFc5f1EFtopKhiCKIsPu/5Ds5WffiCAoWxKb6YiiSKf7XcleTc76pD7m6rpC7tpYz+N/O8yIJ8iAy084KhIVRUQRzHotJVYT115QwbfWz5qS/udj3lY8kUTGz6SxUJOlfEb4RBxxd+GJJGbHWnVZzMxWtrTyeP3XKxUwOHMEfBx2JMbiCMDS4tQ+N8e7cI1lMN955x0OHDjAjTfeGB/xNdWkQ/+1KIp80pVeI7r8gRDtPSOSvbm1p5fZN5lMXHDBBWzfvh2Xy0VWVlbcyCpGOBxmbGwMvV5PcXEx1157LR9++GE88+1yuYhGo/ESb6vVSnl5OVdeeWW8VzsSiRCNRtFoNJP7r3MTAjsUCqHVarFap68LdOtBeXn49Mpew/jvHI7/npcjCEJ8/nfs+yZSUlJCSUkJa9euJRAIoNFo4q0J58qhvdLDm7lLas75PlXOX1SBraKSIXiDe/GHmibsCGp5eAoYCRxkLJy4WNcKBiqzLk76466vL6ahzMqzHxzl1f29OLwhop9mbKKiSFSEkTE/RwbHmFd27heYzS5peXh9zgVo09iZXl4evjivHo2gbDaiY2xY0n9t1hpoUKD/Wj6eqz6vCJvh1NmlVPHjH/+YH//4x9jt9qSNWNrfIxW2iypS33/dO+rCPpY4BDIb9MwszU95HBM50jUkmThQUWzDln36GdNly5bh8XhoamrC4/Hg8Xji87DD4TDRaBSz2UxRURFXXXUVWVlZXHHFFQwODtLc3ExXVxfBYBC9Xk9paSnz58+noqIiLqCqqqoYGxvD7/djNpuxO6QiLO9TgS2KIoFAgLy8POrr0/cg8FQcOSg9CJo9L/kCOxQK4XQ647+r2Hi9syV2yHKqXnsg7iofcxk/EVqt9qSO4mfD4f1dknX9krMrNVdRAVVgq6hkDCNj0uy11bRBNTdLAR2y7PV4eXhqZunuO+Zga9sIkYiIVoBsox69ViAShUGXnzebBth3zMmdV9azZs65mfwclAnshjQuDwfYa2+RrNNhPNcOWfZ6SX569F8nuzz8TAmHw+h0uqSJ63AkSlOvtAz6AgUy2E2y8vB5M4rRKlySOrk8/MwczTUaDWvXrqW0tJQDBw4wPDwcdxc3GAxkZWUxZ84cli5dGhdIgiDEM5OnYv78+XR0dOBwOPAHtIQm6Gu9XiA7azz7GZuRXVZWNq0Nzo7IMtiz5ybvIGh0dJSmpiYOHz5MIBCIO8KXlpbS0NBAXV3dWZmH1dTUcOTIEbxe7ynLxGOzvwsKClJaeRAMhGiXubXXL1YFtsrZowpsFZUMIBwZxeH5s2SvIOfLCkVz/iCKIh1j8vLwy1Ly2Hu67PzrO0fGZ1AbdRRbs9FOmK8diYqMeoJ0jnp57K0WinKMZ53JdgSH6fUnyucEBOZaF5/zz5AsvGEfLe4OyV46GJztlBmcrSxUxqF2h8xBfEWaCeyYEdLxzM+mgiODw/gmKLOCLAsVuakvI5aXh6dD/3WLTGDPPUOBDeOCee7cudTX1zMwMMDo6CjhcBiLxUJVVdUJe7NPh6qqqrij9OFWN5A4kMizafD7/fj9/rhIW7du3Vk/ltIE/CG6OoYle7OSJLAPHTrEli1b8Hq9+P1+BEGIZ53Hxsbo6enh0KFDXHnllac0sJMza9YsPv7443jlwYlEdjQaxev1kpWVRUNDQ0pHO7Y39xIOTRhNV5FHbuG5Ze5Vzm/U7n0VlQxg1PMHRALxtUE7gxzTWgUjOj8Y9jfhCScuklNVHg7w4vYuBlx+cow6CrKNEnEN4/N0i3KMmPVaBlwB/rDz2Anu6dQ0uXZL1tWW2WTp0revcb/jCBExMSqo0lxMsUnZ0ltRFCcZnK1QoP/aFw7ROCIVdqtK0kdgDwwM4PWOO/km6wJ7cnl4qSJz2uUZ7PlVys6/huNksGvOPiZBEOLZz0WLFlFXV3dO4jp2n5dccglLly4lGJYKNbMpRCgUIjs7m/Lycq699lpyc3PP6fGUpL11gGgk8TlWWpGXFIOz9vZ2Nm/ejN1uJxKJYLVaycvLIzc3l/z8fAwGA263m/b2dt566y0ikcip73QCer2eFStWYLPZ8Hg8eL1eySg3URTjZekGg4GSkpKUl/UfOSAtD599QVVKH18l81Az2Coq0xxRjDDs/nfJXkHOlxHSuD82U2gfe1uyrsy6OCXl4W1DYzT2OPEFI5QUnrzkLj/LQOeIh50do/Q5fZTZzvwCbXJ5+LIzvo9UIi8PX5KnvHt4q3sQezDh8J+lMzLPlvq+371DPYQnHD5U5+RSbDl7592p5o477iAvL48ZM2bwne98B7N56gVFOsy/jkZFmo/JHcSVFdj+QIiO3lHJXn1N6keXnQqNRsPq1av5w/87CiTKemdU2Kivr6ShoYHa2tqzKmdOJ9oOSfuv606SvY5EIvHWijP5uaPRKB999BFOpxOj0Tipr1kQBEwmE3q9HqfTSVdXF62trWcsgOfPn4/P52Pnzp14vV7sdnu8Hzsm2C0WCyUlJXz2s589Za/2VHPkgPQAes4iVWCrnBuqwFZRmea4fO8QiiR6KgWM5GfdpGBE5wdRMTKp/7ome0NKHntflwNPIEy2SYfmFJk3rUbAYtAxFgiz/5jjjAV2IOKndaxJstdgS3eBLTU4W5oGAnuHrDx8WX41OgX6r3fI+q9TVR4eG5l0vExxrBS8vb2d3//+9wCUlZVx9913JyWWAz1S4aJE/3XH4CjeQCi+tllMVBSc+zi9c+FI11DcKBGgsthGTlb6mN9NRBRFOrqkhwG3fu1/UV1VqFBEU0/rIelB0Kx66es0EonQ0dFBc3MzfX19cWf1srIyGhoaqKmpOaXYjvWzi6J40sOsmKmYz+ejubn5jAW2IAisWLGCkpISDhw4wLFjxwiHw4iiGHd6nzt3LosWLTrjEvSpoLVRKrDrFqVPVY/K9EQV2Coq05zhsRck69ysa9Fpk2MOpJJg0LcfXyTRH6cTLCkrD/cGw0REEd1pGiLptAKRqIgncGalfQCH3fsJiwkhUGAoocSYvuZ5fb5hev1D8bVO0LIwd7aCEY2zY/ioZL1Cof7rnbL+65VJKA8/Xu/0xLUoivHbxP4D8Pv9rFixgj179lBZmZzX2Jg/QNtQQpgJwMLy1GeOm2TZ64aqEkXK1CfS0jEoWZ9N/3WqGBp243QmHNhNRj2VFcq2gUw1R+UCe04igz02Nsabb75Jf38/Pp+PYDCIIAiIoojT6aSzs5PS0lI2btx40tnQsfFoJpPplK8/o9GIx+Ohv78fl8t1ViZkVVVVVFVV4XQ6GRkZiTuVl5aWKlZxEPSH6DwsqxZYqApslXNDFdgqKtMYf+gwY/4PJHuFOTcrFM35Rbv7b5J1VfYl6DSpOXk3G3RoBYHghP68kxGOihi0GiyGM7+AkfdfN1iXKi4ETsYe+0HJusE6E7M29RmRiUTEKLtGOyR7KwtnpjyOUDTCnmGpK3EyHMQFQSAUCuH1egmHw7S3txONRiktLaWyshKNRnPc19C8efPYvn07AE6nc8rjAmjsHUCcsJ5VlE+2KfWvD3n/tdLl4QAtHdKYlC4P9/l8tLS00NbWhtfrRavVkp+fz7x58+jpC0luO7O2CK02c2yFIpEo7a3S30csg+33+3n99dfp6ekhEAhgNpvJzs5Go9EQjUYJBAK43W6CwSCvvfYa11133QmNxXw+X3y++KkQBAGtVks0GsXn852Ty7fNZsNmU7ZiI0bn4T4i4cTf0uKKPKx5WQpGpJIJqAJbRWUaM+x+XrK2GFdgMSxUKJrzh4gYonNss2SvNuczKXv8CyptZBl12O1eotniScvEI1ERbyBMUbaRhZVndkETESOT5l83WJefVcypYo+s/3ppvvLl4Yec/bhD/vjaqjdTb029oPpkZABfOCFMis3ZVOdMrQlUJBLh7bff5tVXX+Xll18mFApRXFyMVqvFYDBQVFREQ0MDK1asYNmyZdTW1mIwGIhGo/H5t1qtNmkX3/u7pZkqJeZfAzTLBHbDDOUF9uFOaQa7vlqZmERRpLGxke3bt8ddrWOmWH19fRw9epSObqkgnF2n/PM3lfR1jxLwJ96rVpuFgqJxV+vdu3fT399PMBgkNzc3PiMcxvvTzWYzRqMRh8NBZ2cnv//97ykvLyc7O5vZs2dTXFwcP+CKCWtRnHjsdGJilSfTvb99Im2fSNtmZi1Qs9cq544qsFVUpinhiJ1Rz0uSvaJsNXudCno9OwhEXfG1UWOlzLIyZY8/uySHhjIrQ+4ADm+I/KwTO/PavUEsRh1Lq3OpzDszA7ZOz2G8EXd8bdZmMTNbecF6IkLRMPsdhyV7S/PmKRRNgu3y8vCCGjRC6rNtk8dzVU5pNYLP5+Opp57innvuIRKJYDab8fl82O12NBoNGo2GcDjM22+/TX5+PgsWLOCaa67hlltumSQUksUBuYO4Av3X4UiUlh6pmFXaQTwYCtPWPSLZm6tQBnvv3r1s27YNp9OJTqfDYrHEBV0wGMTlcnGsR/paqZuZfmZs50L7EekBzMw54y0EwWCQQ4cO4fV6sVqtx33PxEZrhcNhIpEI3d3dDA8Po9PpOHDgACUlJaxZs4aioiIKCgowGAwEg8FT9j7HeqaNRmNKZ1Qnm6NN0vnXs+ZXKBSJSiahCmwVlWnKqOdFRDGRFdNry7BZNioY0flDu/uvknV19mVohdS6nt60soqD/S66R8f7EHMtekkmOxoVsXuDeAJhZuRbuHH5mbuiNrl2SdZzcxajFdL3z8ZBVzu+SGJcXZ7Bysws5S+W5P3XSpSHA+wYlI6imerxXM8//zwPPfQQWq2W66+/no0bN7JkyRL6+vpob2+nq6uLtra2+H/vvfce7733Hk8++SQ/+MEPuOWWW6Y0HjmiKE52EK9IvcA+2j9CYMLM3YIcC8U2ZZ3c27pHiEwcCVWQgy1n6h3cT8XQ0BDbt2/H6XRisVgmlTabzWZMJhMut7SFYFaGCeyjMoFdO3v8AKajowOPx4NGo4nPi59IJBLB6XQSCoUkWenYAYXD4Yi7eF999dXMmzePffv2MTo6SiQSOWlm2ufzYTKZmD179jmPW0snjh6UCuyZqsBWmQLS90pJRUXlhIhiaFJ5eGHOVxFSLPLOR0JRD8c80r73WmvqysNjrKzN5xvr6nh6SyuDrgCdI0GyjDp0Gg2hSBRPIIzZoGVGvoXvXT7njMvDRVHkE+dOyd4C24qp/BGmnN2y/uuluXMV7xcPRcPsGZUK25UKGJxFRZGdcgfxKRbYL7zwAk6nk1/96lfceuut8f1FixbF/z8UCtHV1cWePXt49dVXefXVV2lvb+fee+/FarVy/fXXT2lME+lzuhn2eONrk07H7OLUu05PMjibobzBmbw8fE61MoL1k08+wefzYTAYTtg3HI6AN+FvhiAIzKwpSlGEqUGewa6dPX4QFMtMH2+MlSiKuN3uuLiO9UsLgoBGo8FisWCxWBgbG2N0dJQ333yTm266idraWvx+f9y4TC6yRVHE5/MRDofJyclhwYIFyfvBU4woirQflPpSzGxQBbbKuaMKbBWVaYjD+zqhSCITIwgm8rO+qGBE5w9dY+8TnlA5kKUrocR0gSKxXHtBOaVWE/+5s4vmXheewLi7uFGnoSDbwqKKXL64qorFM868z7bff4yRYOIiTyvoqM9ZPJXhTzm7R2UCO1/58vBGew++SDC+LjRmMzM79WKgxT6IK5jI7lsNRupzpy6OkZERdu3aRUVFBbfeeqskGxbrnxUEAb1ez6xZs5g1axY33HADHR0d3HXXXbz88svcddddLF68mLq6uimLayLy8vD55cXoFDDGOngsvcrDAQ51yPuvUy+wg8Fg3NU6N/fEn1lOp3QaQn6eEZMpsw6XO2QGZzM/zWDHDAKP1zMdDocl4nrioU3s/wVBIDs7G6fTicvl4vDhw6xduxan00lvby8OhwODwRAvF49EIvj9fgRBwGazsXbtWvLzM8etfbB7FK878ffckmOiuDJzfj4V5VAFtorKNEMURYbcz0j28rNuUEdzpYij7rck69qczyAo0E8bY2VtPitr8zky4OZAtxNfKEKWUcviGXnUFp69E2qTS5q9np29AJM29SWjp8towEm7J1HqJyCkx/zrkcnl4UpkK4/Xf32qGepnQng6m70AACAASURBVHNzMwDz588HpKZJ8j5RURTjorumpoZf/OIX2O123n33XT744IOkCez9svLwhQqUh8PkDPa8GcqXNx/pGpKs5yjQf+3xeOLjpk5WquxwyQR2bmaJa583QF+PPb7WaASqascPw2w2GzqdjrGxMSwWi+SzJOYIHht9FxuHFzMOjCEIQtwfobm5mYULF3LttdeyZcsWOjo68Pv9+Hy+Tx9bQ3Z2NjabjYsvvpiZM5Vpb0kW7S3S7HXN3HLFq0lUMgNVYKuoTDM8ge34ggcke4U5X1MomvMLb3iYPq+0L3lmzpUKRSNldkkOs0typuz+PnFKf850Lw8/5hsgS2fGEx6/MJyTU4VVr/yolW1DUoG9SqH+a3l5+MriM+/JPxnRaJSysjI6Ojpoa2tj1qxZJ7ytXECVlJRwyy238O677/K3v/2Nm29OjlljY4/y/dehSITDPVIxO19hB/FoVJwksJXIYMcOZU4lcByyDHZhQeb0AwN0HpX+Lsoq8zF+mqGvqqrCarUyNjZGKBSS9ELHTMjkzuAajWZSz7TBYMDtduNwOAiFQphMJjZu3IjD4aClpYWRkZG4UeGsWbOorq7OKOfwGB0t0qkCNXOVmSqgknmoAltFZZox5P61ZG01X45Jf+KLWZWpo2vsPUQSRkB5htnkGTPvubcHh+n2JYShgJD247kuyJ3Dixc9wiFXJ7tGmykxFSgdEt5wkAN2qbBVQmCLosh2WQZ75RT2X4uiyNq1aykqKuLAgQM8/fTT3HvvvfEy35MJp1gpucUy7nAf+3eqCUeiNPVJM8eLKlN/MX20f5RgOCEQi6xZFClscNY94MAXmDASKttEcX7qY4q5hUejUaLR6Ald5eUZ7Mry9JinPFV0tknL9WvqEocdWq2WhoYGnE4nY2NjWK3W45qdxapEYmO75MSy3DD+HoyRm5vLhRdeOFU/StrTeUgqsGvnlisUiUqmoVxdo4qKyhnjD7Xi8v1NsleU83WFojn/mGO7jsvLf87MnCvRCSZmWtMjez3VfOLcIVlXW+Zg1U/tvORkoBW0NNhm8ve1V3Nl2UVKh8Oe0U7CYuLidYYln3JL6p/Ho65Rhv2e+Nqi07OgYOqyprEL9YcffhiAn/3sZ3zxi1/k9ddfx+fzSS7mY6XhMWJZsbfeGm+9WLEiOZUSrUMj+ELh+Logy0K5beoqPk6Xpq70Kw8/3CUzOKsqUqRM1mQyUVNTg9FoxO/3H/c2oihOEtirVjakIryU0SET2NUyh/TFixdTXV1NVlZWXGiHQiGJYI7NlDcajcc9tIqJ6uNlt88nug5Lq1qq5ijTNqKSeagZbBWVacSQS5q9NhsWkmU8f06blUYjaKnIWkVF1ipCUS8w2WgmE2icZu7h6Yp8/rVS5eHy/utlRRXoNVNf7rlx40Yee+wxnnrqKd566y22b9/O8uXL+cxnPsOGDRtYtGhRPNvm8XgQBAGLxcKDDz7Iiy++SG5uLhs2bJjyuGCywdnCCmWcu1u6peKpQeHycIDDnbL+a4UcxGG8h7+trQ2Hw4Fer5/klu31iYQSyXb0eoEli5X3WphKutqlv4/qWdLfh06n46qrrmLLli20trbi9/vj7uIxtFotRqORnJzjHyIFAgGMRiM1NTUZWfp9OkQiUY61SQ+8quvVEnGVqUEV2Coq04RQZBC752XJXlHObaohh0LoNckpZVWasbCLdo/UjXuhbaVC0Uxvtsv7r4uUmn+dvPLwiWi1Wu644w4KCwv52c9+RmNjI2+//TZvv/12/OtLlixh/vz55ObmcvToUfbv38+xY8cQRZGf/vSnSTM4k/dfL1LI4Kw5DQ3O5CO6ZlcpN/KqoqKC+fPn09jYiMvlwmg0Yjab0Wq1iKLI8Ig0s11TVZhxArGzTSawayf/PvR6PZ/5zGdYunQpzc3N9PT04PP5GBgYIBQKkZ2dfdzScBjv1fb5fOTm5sZNCc9HBrpGCAUShxK2gmxsCrRGqGQmqsBWUZkmDLufQyQx7segnUGu5bMKRqSSiXzi3Ik4ITNfbqqmwKh8lm26YQ94aHFJ+/tWFqR+/jVMzmCvKplagzM5X/nKV/jKV77C+++/z2uvvcauXbs4dOgQfX197Nq1i127xg30Yk7H1dXVfOc73+Gf/umfkhbT5Ax26gV2OBLlcK9UPKVDBrv1mDyDrZzAFgSBSy+9FI1GE5+J7XA44n38I6PSy9b6OZnVM+v1BBgacMbXGq2GiuoT+0kUFBRw6aWXxte7d+9m27ZtOJ1ORFHEZDLFe9lFUSQQCODxeMjOzqauro7y8sx6/s6ErlbpZ8KMOuXfiyqZgyqwVVSmAZGom2H3f0j2Cq23IgjqW1hlammU9V8vULPXZ8XOkXbJeq61lDxj6l3Nj4056PG44muDRssFhakpg1yzZg0XXXQRo6OjHD16lNbWVgYHB+nt7aW7u5vS0lI2bNjAggULkjr+xxsMcWRwRLK3sDz1Art9YJRAKNE/XJBjoVhhgzOH28eQPdGfr9NqqC5Tdg6wRqPh0ksvpb6+nubmZtra2uI9xh09ISARb211oXKBJoFjHcOSdXllHgbD6f+dX7p0KaFQiD179uD1erHb7fEMfyQSQa/XY7PZmDlzJuvXrz+vK+COHZFWk1TNVvuvVaYO9epcRWUaMDL2O6Ji4iJZq8kjP+tGBSNSyUR8EQ+tY42SvUW5qxSKZnozaTxXkTJu83L38CVF5Ri1qfvTr9frKSkpoaSkhIsuughRFI97UX+i/amguW+A6IS53NX5ueRaTEl5rJNxsFtWHl6pfHm4fDxXbUUBep2yJdd2u53Dhw/jdrsBWLBgAbNmzSI3N5dd3/0tEoFdo1y2PRl0yUZ0zTjDn08QBC688EIqKipoamqio6Mj3put1WopKyujoaGBurq6E7q0ny90y8zkKuuUfz+qZA6qwFZRSXOiop8h9zOSvcKcm9FmaA+winI0OXcRmeB6XWQsp8RYqWBE05dtw22S9YVpYnC2Kkn916fLiUR0MjNpjT1SYatEeTjAwWPSC/p06L9ulQlsJfuvnU4nH3zwAceOHcPv98edrnU6HXv37qWycgadx6QZ3tqaDMtgd0p/vqras/v5ZsyYwYwZM/B4PPFy8aysrPjoPBXolhmczZilloirTB2qwFZRSXPsYy8RjiQuzDSChcLsryoXkErGIi8PX2RbdV6XEJ4t3V473V57fK3XaFmaX61ILNsHuiTrZPdfpyOTDc6UuZA+KHMQn5sOGWyZYFVKYI+OjvLnP/+ZkZER/H4/RqMx7iAeCoUYHR1lcMhDMJg4ALTZzOTlpr7tIpl0y0rEzzSDLScrK4usrMx6jqaK7qOyDLYqsFWmEFVgq6ikMaIYZtD9tGQvP/uL6LR5CkWkkqn4I14OufdL9lT38LNj25A0e704bwZmXepnzfZ73XS6HfG1XqNhSeH5Z2qUDgZn0ajIoR5ptjgdSsTlBmd1M1KfEQ6Hw7z55psMDQ0RjUbJy8uTlC+bTCai0ShH2lyS76upyqzsNUzuwZ6RYRn6dMHt8OIaneA9YNBSVKFeV6lMHed3A4aKSprj8P6ZYDiRgRLQU5TzjwpGpJKpNLv2EBYTA2bzDcVUmJVxvZ7uyAX2qkKF+q/7pdnrRQVlWPSpF/pKMurx0u1ICDOdRsO80tQL265hB95A4v1ls5goz7emPI6JhCNR2nuk5m91M1KfwW5vb2d0dJRwOIzVaj1ub7BGoyEUMUr2ajLM4CwSjtB7bFSyV1lzYgdxlbOnt0N6sFRWVYhWq0oilalDfTWpqKQpohhl0PULyV5e1v/EoEuNA/D5QjQaVTqEtOCAc5tkrZaHnx0RMcr2YanB2UUKGZxtS/F4rnRE3n89p6QQkz71xXuTy8OLFH9/Heu3E5zgap5ntZBvS723R3NzMz6fD5PJdNLnxD0m/ayursos8TnQ5yQcTvw+cvOzyM45/ixrlXOjT+7WfpxZ4yoq54IqsFVU0hSX7y38ocMTdjQUW7+pWDyZRiAQADjvnVQBAhE/La59kr1FuRcqFM305pCzH2fIF1/n6E005CpTli3vv16psMGZEjT2ysrDy5Xps2yRCex0KA9v65b1XytQHi6KIkNDQwSDQYxG40lv63RLBXamlYj3dEmrCSoy7AAhnZBnsMvVUnyVKUa9slRRSUNEUWTA9W+SvVzLNRj1asnuVPH1r3+dhoYGdu3aBZzfmexm125JeXievogZZmWyrtOdj4daJeuVBTPRCqn/Uzvk83DUlSg31QoCy4oqUh6H0qSLg7hcYKeDwVmrzOBslkICO+YWfrLstSiKuNwRyV6mZbC7ZQ7ildWZ9fOlE/2yw4yyDGs3UFEeVWCrqKQhbv9mfEHpPOIS63cUiibzCAQC/Nd//RctLS08+uijDAwMnNeZ7P3OjyXrRbkXKl6+Kk6YW3wm33M23zeVfCwbz7VasfnX0uz1gvxScgwnzxBmGqIo8kmvTGArkMEWRZFD3dKMWToKbCX6rzUaDUajEY1Gc9JDTq9PJDJBXxsNAvl5meWO3SPrv66YoQrsZNEnO8xQBbbKVHP+XlGqqKQpoigy4HxcsmczX4XJUK9QRJnHL3/5S/x+PwAvvfQSn/3sZ9m6dStw/mWy/RHfpPLwC9KgPPzWW2/lvvvuY+/evQSDwdP6HkEQFD0Y8IaD7B2VClul+q+3p8H8a1fAn/LHnEiv082Ixxtfm/U6ZhWlXrQMOMawexJtAyaDjqoi5ecRH+1WPoMNUFNTg9FojH8mHw+nLHtdUpyt+CHgVNMry6qWZ1iGPp2QC+xS9blWmWJUga2ikma4/e/hDe6V7BXbblcomszk8cfHDzC++c1vUlpayt69e3nkkUc4evToeZfJnlQeblC+PHx0dJTnnnuOhx9+mGXLlnHxxRezadMmduzYMekiPFZe+sYbb/Doo4/S09OjRMgA7B7pIBRNCIFKSx6VWfmKxDJp/nVpag3O/OEQK555msv+/Tnu+tubvPjJgZRXF8jnXzeUFaNTwCm4pUdaHl5fXoRW4c8Znz9E75AzvhYEqC1X5rXa0NCA2WzG7/cTDoePext5eXjdrMwz+5Q7iFdUKfP7yHSCgRCjA4nJAoIgUFypPtcqU0vaXEkKgrBaEIS/CIIwKgiCVxCEA4IgfE8QBO0Z3o94kv+2nfoeVFSU43jZa6v5M1gMCxSKKPP485//TGdnJ2vXruUXv/gF999/P9nZ2fzlL3/h2muv5d133wXOn0z2foe0PPwC20WKZ4ZefvllAGw2G4IgsHv3bh544AEuvPBCVq1axb333suHH36Ix+NBqx3/E3H//fdzzz330N3dDZxdifm5sk1WHq5U9nrE7+WwI5Gh0QgCy4srUxrDgYEBQtEoHQ47Lx9s4pe7dqT8dSUX2Mr1X0vLw+srlHcsPtozzMS3SEVxLiajXpFYiouLqa+vJycnB6fTid/vl7x/RVHE7pBWscyuy6x57uFQhIF+p2SvXBV9SWG41yF5feUXWzEo9NpXyVxSP6viOAiC8HngZcAP/AEYBa4Bfg5cDNxwhnfZCbxwnP3us49SRSX5jPnfxxvcLdkrsX5XoWgyk8ceewwYNzkD+NrXvoZer+cHP/gBzc3N/OhHP6KsrIx58+YpGWZK8EW8tLil5eGLcy9SKJoEa9asoba2lpGRER566CGysrL4r//6L3bs2EFjYyONjY088sgj1NfX8/nPf54FCxawe/dutFotq1atUizuj2Xzry9UaP71Dln2en5+CTaDKaUx7OnrlayXlqVeEDVO6r9WRmAf6pEJ7ErlBXZbt7QceValsiWya9asIRwOc+TIEbxeLx6PB51u/BI1HA7jcktzLVUZJj4H+h1EI4lD3fzCHEzm82tmfaoY6JZWCpTMyKzXkkp6oLjAFgTBCjwDRIB1oiju+nT/PuBd4HpBEG4SRfE/z+BuO0RRfHDKg1VRSSKiKNLv/Jlkz2q6HIvxAoUiyjz279/Phx9+SF1dHTfeeCMAer2er33ta5hMJr773e/yzjvvcO211/LEE09w1VVXIYpixpaNf+LcSURMlGQWGEqoMCvvVF9fX89DDz3Ed7/7XZ599llefPFFvvzlL7Nv3z62bt3K5s2b2bZtG4cOHeLRRx+Nf9+sWbPYtWsX1dXVFBWlVsQM+l20uhOlwBoEVhXOTGkMMdKh/1ppgR2NijT1SkuzF1YoM6LrkKxEfG6F8gZn8v7rmZXKmjzpdDouv/xyampqaGpqor+/P14urtPp8Ac9jF8mjlOVYQZgfcfsknVZZZ5CkWQ+gzKBrZaHqyQDxQU2cD1QBPx7TFwDiKLoFwThXuAd4BvAmQhsFZVph9u/BW9wj2SvxPY9haLJTH7yk58A4wZaGo2GSCQSLzH+0pe+hFar5Z577qGtrY1HHnmEyspKFi1apGTISWWfY6tkvTh3teLl4TG++MUv0tPTw913382jjz7Kk08+yfr167nwwgv52te+xpEjR/j444/54IMPePPNN9FoNBw+fJiVK1dSU1PDypUreeCBB1JWiSDPXi/Iq8BqMKfkseVs65f1X5ektv9aFEX29ssEdmlqe2Y7Rux4Jpjj2UxGZuTZUhoDgNsXoGck0e+p1QjUlSnvWHy0R57BVj4mjUbDnDlzmDNnDqOjo4yNjQGg05n4w5+ej99Oq9VQVpr632Uy6euRir6yClVgJ4vBHulhRrH6XKskgXQQ2Jd9+u+bx/na+4AXWC0IglEUxcBp3meuIAi3AKWAE9gtiqLaf62Stoxnr38q2csxbVCz11PI0NAQv/vd77DZbHz1q18FJs9dvemmm9Bqtdxxxx1s3bqVq666in/7t3/juuuui982XQToueIJuzjiPiDZW5y7WqFopIiiiCAI3HnnnTgcDh555BFycnJ4/vnnMZvNmM1mSktLufTSS9mwYQOvv/46oihy9dVXs3XrVjo6Oujo6OCOO+5IWcxygX1RUV3KHnsidr+PFkeiJFkAVhanNoPd6XQw4ku4Zmfp9dQXpraioLFX2n89v7xEkffuYVl5eHVxHiaD8pdeR9OsRFxOfn4++fnjmcWWw32Sr5WX5aLTnZE9T9rT3yPPYKtZ1WQx1Ct9rotUga2SBJT/lIfY7KHD8i+IohgWBKEdmA/MBA6e5n1eAPxm4oYgCPuBL4ui2Hj8b5EiCMLuE3xp7mnGoKJy2rj97+AL7pfsleZ+X6FoMpOnnnoKgBtvvJGioiKi0ehxS79vuOEGDAYDd955J21tbfzoRz+ipKSEiy++ONUhJ5UDzu1ESfT8lRgrKTOnNtN5IgRBiJvQ3HHHHXR3d/N//+//xWaz8fOf/xxBEOK/v507dwJw9dVX88orr7Bt2za2b99OU1MTK1asSEm8UTE6SWArNv96UJq9npdXjM2obP/1opIydClus2jskfVfK2VwJhPY6VAe7vb4GbKPxddarYYZpekrMo7JSnpnVGSe+OyTCexSVfQljeE+h2RdVK4+1ypTTzoI7Fidj/MEX4/tn+7QyJ8xbph2mHHTtLnAPzNeiv6uIAiLRVFUbo6LiooMUYzS75Bmr63mK7EYMrc0WQkuueQSbr75Zr73vfGy+5O5TH/+859Hp9Nx++23s3v3bq677jp+/vOfc+ONN8aNd6Z7JnuvXVYenpce2esYsec3Ly+PBx98kP379/PrX/+amTNn8q1vfSveG/+HP/wBgL//+78HYMWKFSxfvvy0Z2dPBS3OfuxBT3ydrTOyMDe1rt0xJpWHp3g8F8BumcBeXp4OBmdK9V+nn4N4u6wcuao0D30aZ4S7ZfFWZmB/8kCPVPSVlis/Jz1TkQvswjL1uVaZeqZEYAuC0AFUn8G3/E4Uxf/vdO/+039Pa+aKKIrymsBdwA2CILwE/E/gTuCfTuN+lh03mPHM9tLTiUVF5XRw+t7AF/pEsldqS11p6/nChg0bWL16NWbzeF9srPf6RHzuc59Dp9Px/e9/n4MHD/LYY49RVlbGhg0bUhFuUnGGRmn3SAuC0qU8/HjU1NTw0ksvccUVV/C9732POXPmsHHjRrq7u3nvvfcA2LhxI5D4vcYOQlLBx0OtkvXKwpnoNMoIFrnB2YUp7r+GyRnsJaWpFdihSISWfrnBmTIZbHmJeDoI7KM9MoOzivQqD5dzrFua3c3EDHa/TPSpGezkoQpslVQwVTVbbcChM/hv4l/fWIb6RI4VVtntzpZffvrvmnO8HxWVKUMUI5Oy1zbL1ZgNmT8iSgli4vp0ufLKK3nqqaeor6+nsbGRq6++mhdffDFJ0aWOfY6tiBPOLCvNMykyptaE6kwIh8PMmjWLZ599lry8PG688Ub27dvHhx9+CIyLa4vFQiQSOcU9JYetMoG9WqH+a0fAR4s9ISwFUu8g7goEODySEHACsLQsta+ttqFRAuHEa6Eo20KJNTulMcC40G/rl/Y6z0kDgS3PYNemuWDtkfXMVqZ5vGeKx+1nzJXwLNDrteQXpv71ej7gHfPj8yTsnPRGHda8LAUjUslUpuSIXxTFc0npHAKWA3MASd+zIAg6oBYIA0fP4TEAYsfI6jtJJW2we18hED4yYUdDqU3tvU4GMeOsM2Xt2rU888wz3H333Wzbto1QKJSE6FLLXvtHkvWSvPTuL49lo9evX88DDzzAXXfdxW233RYX1H/3d38HnLzsP1l4wgH2jkrLslcXKyOwtw8ck5R6zcsrJteYWifz/f19khhm5xdgTXEPeGOP1OBsgULzrzsG7AQnCP1Cq4WCHIsisUykvVcq+mvTOIMtiuLkEvEMy+4O9Mt6gkttGTsaUmlGB6S5uvxi67Rv91JJT9LhHfzup/9uPM7X1gAWYOsZOIifiAs//fdchbqKypQQFYMMOKRzr/Oy/gcm/WyFIspMYqNezuWP6CWXXMLDDz/MFVdcEe/1na4MBXrp9iU+BgWEtC4Pl3P77bfzL//yL+zYsYPdu8fPZK+55hogtWXhMXYMtxMWE2Zx1VkFVFqUEQDbBtKv/zrV868BPpH1Xy9QqP/6cK+0PHxOufLZa4B22Yiu2vL0FdhOpw+PN+GnYDTqKCzIrOzuYJ9U9BWrJctJY6Rf+lwXlGTWuDeV9CEdBPZLwDBwkyAIy2ObgiCYgIc+XT498RsEQbAIgjBXEIQq2f5SQRAmZagFQVgEPPzp8rdTGbyKytkyOvafBCMTL4h16tzrKaazs5M777yTLVu2nPN9rV+/nt/+dvp/fOyxfyhZz8yah00/PUouo9FxIXvXXXfx1FNPsWTJEi655BJsNpti5eHy/mulysMBPu7vlKzTof/6vBbYadh/PeYLMDg6wUFcI1BVlr4Z4e5eafa6oiwv4zKOg7IMdqkqsJPG6KBLss4rtp7glioq54biLuKiKLoEQbiVcaG9RRCE/wRGgWsZH+H1EvAH2betBDYD7wHrJuzfDvwPQRDeBY4BAcZdxDcCWuAZYPo3UKpMe6JRHwOuJyR7BdlfxKg7E69AlVOxadMmnnvuOWpqali3bt2kr8tHdcVKjE90AVdYWJiUOFOFKIrHKQ+/RKFozpzY78pisXDbbbdx66234vGMu3crddH90aBMYCtUHm73+2ixS+dfp7r/OhKNsq9fOrM41QI7GA5zeEBq4qWUwD7UK40jHQR2p0ywVpbkprWDeE+vVHxWZOBIJXkGu6hUzaomC/uQVGDnF6vPtUpyUFxgA4ii+IogCGuBHzDu9G0CWoHvA/8qnn5j3SuMm6ItAi779H5GgDeAZ0RRfHWqY1dRORuG3M8RjkwwIxJMlFhvVzCizMPj8fDb3/4Wk8kU79GNRqMIghAXYzHBFgqFiEQimEyp7RVNNcd8bQwHE/2pWkHHItsqBSOazJn0ymu1WqzW8QyEEj2LXZ4RjnkTgkUnaFlRUJPyOAC2y8rD5yrQf314dISxUKKcN89kojY3tYLo0MAwoWiiZL/MmkNBtjJ9z0dkJeKzy5U/oJMbnNWUp3f1Sm+f1OCsIgPHVw3KypaLVYGdNOyDbsk6rzhHoUhUMp20ENgAoih+BHz2NG+7hcT4ron7rzAuslVU0pZwxM6QS9L1QGH2zeh1yhjxZCpPP/00wWCQr3zlK1RVVU3KVr/yyits3ryZjz76iNmzZ1NSUsKKFSvYsGEDpaWZ+bvYKysPn5ezBItO+X7GvXv3MmvWLKxWqeHM2RrTpYqtsuz1kvwqLDqjIrHI+68vUqD/+njl4an+/TXJy8MrlMlej7i9DLu88bVBp6WmWHkx29kndxBP3/5rOD8y2EMDqsBOFfZhmcAuVAW2SnJIG4GtonK+MOh6ioiY+IOqFWwU276pYESZyeOPPw7AbbfdBoxnqY1GI729vTz33HPcf//98dvu2bMHjUZDeXk5V1xxBXfffTdz5sxRJO5kEREj7HVsleylg3v4tm3b+MpXvsL69etZvHgxS5YsYe7cudhstkliG45fCj4wMIDRaCQ3N7XZrY9k/dcXK1QeDrCtXy6wU99usru3R7JWov+6MU36r+XZ61mlBei0ytvetMtKxKvLlBf9J6NHlsEuz8D+5KF+admyWiKePJwygZ2rCmyVJKEKbBWVFBIM9zLsfl6yV2z7JjpN5l00KMl///d/09vby2WXXcaqVeMl0AaDAYBHHnmE558f/x2sW7eOtWvX0trayr59+2hqauK5556jtbWVZ555htmzM8fR/Yi7kbFw4mDHpDHTYF2mYETjPPvssxw5coS2tjZycnKYOXMmixYtYtmyZSxZsoR58+aRn59/XLEN44L73nvvZXR0lMcff5wZM1LTdxyMhNkx3C7Zu7hImdfLqN9Li0Paf72yOLX913CcDHbpeWxwJuu/TofycJjcg12b5iXifbL+5PI0NmQ7GyKRKCMy0VeoGm8lDceI9Lm2ZZgjvUr6oApsFZUU0u/8CSKJ9Q2ySAAAIABJREFUiXN6bSmF2TcrGFFm8thjjwHw7W9/GwCfz4fZbGb37t089dRT5OTk8Mtf/pKbb74ZvV4PQHd3N7/61a/4P//n//D+++/z7//+72zatCnty5RPl9329yXrRbkXotcYFIomwc6dOwFoaGhgaGiIvXv3snfvXv77v/+b2tpaFi5cyNKlS1m6dCkNDQ0UFRVJfh/Nzc385je/AeCPf/xjyuLea+/CF0n0GxcZc5hjVUbMyfuvG/JLsKV49vSQ10OXKyGGdBoNi0pS22rhD4VpHZSOoJpfplQGWyqw02FEVygcoWdQWnJdncYC2+sN4HAmyux1Og3FRZmVcbSPjBGNJDwDrDYLRpNewYgyG+eIR7JWM9gqyUIV2CoqKcIXPIjd85Jkr8T2fTSa1BoRZTpbt25l+/btFBcXx3upzebx5/inP/0pAP/8z//M17/+dWC8dFyn01FZWcmmTZuIRqP86Ec/4ve//z3f+MY3KC9PfRZuqglE/Hzi2iXZW5oG7uHHjh0jEAhgs9nYtGkTVVVVvPPOO2zevJn9+/dz4MABDhw4wCuvvEJ1dTULFixg2bJlLF26lLlz51JRUcF7770HwBe+8AW02tS5IX80eESyvri4TrGDmI8nlYcr3389r7AIsz61QuFg/yCRCdUNM/Js5FqUMS481COfga18BvvYgININPH8FOVlYzEpf8h2Inpl5l8lxTa0aVBmP5UMy8ZGFaimW0nFNWFEHYA1f9JkXxWVKUEV2CoqKaLP8SMgcXFj1M0mP+sG5QLKUN544w0ABgcHWb16NRs3buTb3/42CxYs4IMPPsBsNvOtb30LGHcVj2Www+EwOp2OL3zhCzzxxBM4nU7FZitPNY3O7YSiicoJm76AmVkNCkY0zuDgIHq9HoPBgMViYcmSJSxZsoQ777yTxsZGNm/ezObNm9m7dy8tLS00Nzfz5z//maqqKhoaGli5ciW/+93vAOJO8aniw0kCW7l2ArnAVmL+9V6ZwF6WBvOv55cVpzwGgHAkSvuAtBR7doXyAlteHp7uDuJ9svnQ5RnYmywX2EVqeXjS8PuCBPyh+Fqn12LJzuzJISrKoQpsFZUU4PZ/hNu/WbJXlnsPgqC+BaeaTZs2cf311/PEE0/wwgsv8Oabb/Lmm29SV1dHT08P119/PTabjUgkIsl46nQ6otEoVVVVVFdXMzY2Rn9/f8p6epPJbvsHkvXS3EvQCMpngvR6Pe3t7fj9fiorK4HxigK9Xs/ChQtZuHAht99+Oy0tLWzZsoV3332X3bt309bWxqFDh/jLX/5CIDB+cPDZz57WEIopod/npNWdGLOnQeCiwlkpe/yJDPs8HHEmypE1gsDKFM+/Bth9HAfxVNPUOyhZK9V/3TlkJxhOHM4VWi3kKzQqbCKdMsOw6jTvZ+7rkwrs0tLM8yoZGZL2BBeoAjtpuO3S8vCcvKyMaP9SSU/Uq3sVlSQjilH67A9J9rKMK7GaP6NQRJlLzPzqggsu4LnnnuMnP/kJTz75JE888QStreOOz1dccQUweW6yKIrxvYMHD1JRUcHMmTNTGH1ycIZGaR37RLK3LP9ShaKRUlNTwz/+4z+ya9cu5s2bBxCvKIh+OstYo9Ewd+5c5s6dy2233UZraytbtmzhgw8+4O2336avr4/LL7883gaQCj6SjedalFeJ1aBMq4d8PNeC/BKshtRmZQLhMI2D0uyxIgK7Lz0MzuT913VlymevYfKIrrTPYMvGV5VNkwy2KIr09vZy6NAh3G43giBgtVqpr6+ntLRUIuomCewM6zFPJ9wOr2Sdk6v8oZdK5qIKbBWVJGP3/j98IanAKcv9gXpymgRiz2mstDs/P5/77ruP++67jxdeeIEnn3ySnp4eyW1jRKNRtFptvOT4sssuo6AgvWfEng577B8gTmhNqDDXUmpKj6y81WqN98WDdO71xAOQiWK7rq6Ouro6/uEf/oFLL72Uvr4+vvzlL6c07nQuD1diPFfz0CDBCe0UZdnZlOekNhPnDYZoG5IKyAaFSsRb+2QO4mkqsKtK01tg98sEdvk0yGAPDg6yZcsWhoeH8fl88b9FWq2W5uZmiouLWb9+ffxvy6gqsFPGpAy2KrBVkogqsFVUkkg06qPf8ahkz2a5mizjUoUiOj8QBAGNRkMkEkEURXQ6HV/96lf56le/itM5ftEWjUYlIk6r1SKKIk888QRAvE97OiOKIrtGpe7hy/PWKBTNZCb+fuD4M65hstjWaDR0dXXx0UcfAXDdddclP9hPCUUjbB9uk+xdoqjA7pSsL1TA4CwdysNb+geJTjA4q87PxWpWpr9SPqJrThr0X4uiSNd0KxGXmZyVlqR3Bru/v5/XXnsNu91OOBzGZDJhNBoBCAaDOBwOvF4vf/rTn7jmmmsoKipiVDaiK191tU4aY06fZJ1tUwW2SvJQvglPRSWDGXI/SyiSuPgU0FOWe4+CEZ0fxASZVquNi7dwOAyAzWaT3CZWVu7xeHj44Yfp6uri6quvZuXKlakOe8rp9h1lINAdX2vQsDh3tYIRjRN7zrVa7Rk7f8dE+Ntvvw3AmjVryMlJ3UXpfvsxxsIJw7g8QxbzbGUpe/yJDHjdHHUlspJaQWBFcWXK45g0/7qsIuUxfCLrv56vUHk4TC4RT4cMtt3lw+1NvG6NBh3F+ekr5kRRnJTBTmeBHQqF+Otf/8ro6CiCIJCXl4fFYkGv16PX68nKyiI/Px9RFBkZGeGtt94iHA4zOix1tVYz2MljzCUtEVcFtkoyUTPYKipJIhQZYtD1pGSvMOerGHWpL+E8H+ju7uaNN97g9ddf5+KLL2bdunWsWLEi/vWY0JYTE2yPP/44jz32GMXFxXz/+99PSczJRj77ut66mBy98mWWmzdvRqPRsG7dujNulYjdfmhoCLPZzD/8wz8kI8QT8uHgYcn64uI6xQzj5OXhiwrKyNYbUxqDKIrs6Vc+gy3vv1bKQdzjD9I7mnCG1ggCtSXKt5p09svLw/PQaNK3Tcnp8uGf4PhsMumx2dJ3pGVraytOpxNRFMnOzj7u55ogCOTk5OBwOHA4HHR0dEzKYOcVZKcq5PMOr9svWWdb0/f1pDL9UQW2ikqS6Hf8hKiY6PnRanIptt2uYESZy2uvvcZDDz3Ejh07AHj11VcpLCzkwQcf5Bvf+AYwfnEzscd3Yol4Z2cnf/vb3ygvL+db3/oW69atU+TnmErC0TB77R9J9pbnrVUoGim33norQ0NDPPjgg9xyyy3k5uZOcnU/Fbfffjtr1qxh6dLUtlvI+6/TqTxcif7rHreLQU/ic86k09FQWJTyOJp608PgTN5/XVWUi8mg/KXWMVl5eFVpepeHD8jGV5UWW9Pat+TgwYP4fD5MJtNJ4xQEAZPJhM/no7GxCecE4y1BEMjNU+cyJwt5ibglRx3RpZI8lP/UV1HJQHzBg4x6/lOyV2L7J3Qa5bOHmUZHRwd33nknbW1tlJSUcM011/Dhhx/S0tLCfffdx6WXXsrChQuB8QsYu91OXl6epES8urqad955h4MHD2bEWC6AFvdePJFEdsSszWK+dZmCEY3T3t5Oe3s7APfccw9DQ0Ns2rTphBUGJ8JsNnPRRRclI8QT0u9zctiVEHIaBFYX1aU0honIM9irFRDY8v7rRcWl6M+w7P9c8QZDHB2WCkjlDM5GJOvZ5cqXhwN09csEdpr3X0+n8vBY2XcoFMJqPbW5n9FoxOv10tczJNm32szo9Kl975xPeMekGewsNYOtkkTUHmwVlSlGFEV67f8biMb3jLpZFGan1un4fOFnP/sZhw8f5qabbuL999/n17/+Nc3NzfzgBz/AbrfT2NjIsWPHuPvuu/nc5z7Hbbfdxte//nX+9Kc/EQgEEASBcDiMVqtlwYIF8R7t6c7O0S2S9eLc1eg0emWCmcAf//hHAGbOnIkoivz4xz9m3bp1bN68mWg0iiiK8R7tdEM+nmthXiW5BmX6+LrHnHSNJeYE6zUalhWnvvd5cv91ehic5ZhSWyof44gsg11Xqnx5OBxHYKd7BlsmsIvTeD60KIrxSQenQ6yayjsWkuznquXhSUVeIm7OUuYzQuX8QM1gq6hMMS7fXxkLfCjZK8+7F0FQXtxkGi6Xi6effhqARx55hBkzZsRLja+66ip+97vf8R//8R88/fTTccdpGL/AefPNN/nSl77ED3/4QwwGg1I/QlJwh5wcdO2V7KVLeXhMYP/whz+kqamJxx57jK1bt/Lggw+yadMm1qxJH5dzOfL+63QqD19SWI5Zl/rPGLnAXqaAwE4ngzN5BrsuTTLYx/odkvWMNB95NTAkKxFP4wy2RqPBbDbHJ1ecqhondqArRqS3U/uvk4vPIxXYaom4SjJRBbaKyhQSFQP0OjZJ9rJNl5Jj2qBQRJnNSy+9RCQS4YYbbpCIa4Dly5cTjUZ56623KC8v59Zbb2XevHns27eP3bt309TUxOOPP47JZOL+++9P6/6+M2Wv40OiJOYSFxsrqLIoV8oco6enh71791JbW8uXvvQlAOrq6rj33nv54IMPWLduHffccw933HEHBQUFkp55pQlFw2wbPirZu7R4jkLRpMf8a08wyMFhaZnrkrLUO6qni8EZTO7BrksDB/FoVKR7UCqw0z6DLevBLi5K3ww2wKxZsxgZGcHv95OdfXKh7Pf7MZlMmIUCIDHlQe2/Ti6+sYBkrWawVZKJWiKuojKFDLufJxiemFnSUJ57X9qIhEzj0KFDACxevBgYn6scCo2X3W3fvp2uri5KSkp44YUXePrpp/ne977HCy+8wLPPPstll11GIBDg+eefp7u7+4SPMd0QRXFSefiK/LVp8Rp8+eWXAfjc5z4HjGdybrnlFn7729+ybt06tFotv/nNb3jsscew2+1pEXOMPaNdeCaM5yowZjPXVqpILKIopoXB2f6Bfklpdk1uHvnm1JfMN6dJBnvE7cU+ljBSMuq1zChUPvM6MOomGEocuNmyTdiy07v/dFAmsEvSuEQcoKGhAZPJRCAQIBgMnvB2gUCAUCiEyWTCYpa+NnLzVYGdTHxeVWCrpA5VYKuoTBGhyCADzickewXZX8JsmKdQRJlLrEe3pGT8Qnrnzp0AGAwG9PrxMtnHH38cgO9+97tcfvnlaDSauPhetWoVzzzzDPn5+XR1dXHkyBH5Q0xbenzt9PkT2U0BgaV5lyoYUYIXX3wRgC984QuS/csuu4ynnvr/2Tvv8Kiq9I9/7rRMem8EAoQqNXQQpUuxrrLYu4jKD1AX14YLrgWFXbsi7qq4i4KFxYJiQQkq0qT3Fkoo6b1nyv39EWcm9yZB0czcO8P5PE+e5Jy5d+adzJ2Z8z1vW8DYsWPJz89n/vz5jB8/nrVr1zZ1N5rwY27j8HCt2nMdLy8hu8pTwC7IaKJPvO9Ds/UQHl5dZyOzQNmCqluS76uYQ2PvdfvEWIwG7ZdZJ1T5160T9R0eDpCXr2xfpXcPdnR0NOnp6URERFBeXk5VVZUiL9vhcFBZWUlFRQURERH069eP2mqH4j6EwPYu1ZVKgW0NEQJb4D20/+QXCAKE7JJ5OOUK99goRZIU+YCGFgUuLs9mbGx9AaEVK1bw8MMPs3HjRg4cOMCcOXP4+OOPMZvNXH/99e7zXOJblmUSEhIYMGAAoaGhZGVlNX4QP0Xtve4Snk6kOUYbYxpQUFDAxo0bSUlJcedZN8xV7Nq1K5999hn//Oc/adu2LZs3b2b69Ol88MEHbo+Qw+Fo8r59gbo914Ua5l+vU3mv+8enEGT0fcaXuoK4JgXOcvMbFTiLCNYmt7JR/nWyPgqcNc6/1nd4eG2dnZJST/sqg0Ei1g/ykwcNGkR6ejpRUVE4nU6Ki4vdPyUlJciyTHR0NP369aN///6UFFcqzo+M0qZg4rlCbbWyqJw1JLBqrwj0hcjBFghagKra7RRXfqiYS4z6Cyaj9sImkLnuuutYuXIly5YtY+HChXz00UeUlZVRWFhIaGgoMTExVFRUNDpPlmVCQ0PJz8+nsrKSpCRtQn1bGpuzjq0lSq/vgJgR2hij4uOPPwbg4osvxmg0Nup7LcsyRqORu+++G7PZzCOPPMKOHTuYPHkyR48e5eGHHz6rPtktycmqYo5UeHKNjZKBwfEdNLEFGgvs85N9Hx7ulGW252Qr5rQQ2HvU4eEa5l9nNsq/1ofAVudft9G5BztfVeAsNiYMk1H//iCDwcDQoUNp3749e/bs4ejRo+5NQZPJRFpaGt26daNVq/r3SWlxleL8yCjhwfYmtdXK0H0hsAXeRAhsgeAPIstOThXPVswFmTuLtlxeRpZlLBYL9913H6WlpWRkZJCTk0N1dTXnn38+jzzyCLfffju7du2iW7du7oJZdrsdk8nErl272Lp1K4mJiYwbN07rp9Mi7CndTLXD4xUJMYbTPaK/hhZ5+O9//ws0Dg934YpKCAkJYfr06YwbN46HH36YTz75hFmzZrF161YeffRRd769L1mrCg/vE5NKhFmbHFZZltmgEtiDNci/PlJcRGmtpypvuCWITjG+F5TqAmda9b8GyMxRebCTtC9wBo1DxHUvsAvU4eHhGlly9kiSREpKCikpKdTU1FBZWf95HBoaitWqjKwoK1EJ7GjhwfYmdTVKD7bFKjq7CLyHENgCwR+kuHIZVXXKlkgpUXNEWy4v4xJkQ4YM4auvvmLNmjWcPn2atLQ0unfvTn5+Pvn5+Tz33HN0796dHj16APWehPLycp566ikApkyZoqtiWn+ETUUZinHf6AswGfTxMX/XXXfRrVs3Ro0aBdCsN9rVB7tz58489thjGAwGli9fzrJly6iuruaZZ55xv5a+4gcdtec6VFpAQY1nYR5qstAr1vcRGI3Dw5MxaPA+UnuwtRLYsiyTmaPMBe+gEw/2iVylB1vvOdjq/Ov4OP8R2A2xWq2NRHVDSlUCO0KEiHuVWrXADhJrNIH30MfKSyDwUxzOUrJLnlHMRQaPJzxYv718Aw1XqPGIESMU82FhYUyaNImPPvqI2267jZtuuonk5GRycnL45JNPyMjIIDk5menTp2tjeAtTXFfAoYpdirmBMSM1sqYxN954IzfeeOOvHidJknvDo2/fvixbtoxXXnmFp59+mi+++ILevXu7N0d8QbW9jp8Ljirmhid28dnjq1mXrfReD0xsg9ng+9B5dYEzLcLDa212MvOVXuNuydpUEM8rraC82lNEKSTITHK09sLQ6ZQ5nV+qmNO7wG7swdZ3gbPfS3mpENi+QpZlbLVKgR0kPNgCLyIEtkDwB8gpfQG705N3J0lBJEf/TUOLzj1cnlB1z2RJkrj55ptZtWoVW7ZsYcuWLURERFBWVp/f16VLFx544AHi4vQRxvlH+bloDTKeYk+tg9NoFez70OHmcIXmnw2uzZM77riDuLg4Zs6cyZ///GcvWdg0mwqPUuu0u8etgqNIC9OmSjU0kX+dlKqJHXoQ2AdyC3A0KHDWOiqCqBB9FDjrkBSri8iYPFWLrojQIN236FILbH/1YJ8Jh8NJRXmNYi48Qt+viz9jtzlwOj2fFQajAaNJm5oegnMDIbAFgt9Jdd1+CsrfUcwlhE8lyKTNgvdcp6nF7CWXXML27dt59dVX+eCDDzhx4gStWrUiJiaGV199lcGDB2tgacvjlJ2NqofryXsNnLW4Bs/mSUhICNdddx19+vSha9euLW3aGflBlX99YWJnzYSTw+lkQ66y4r0W/a+Lq6vJLPaEQxskid6JyT63Q8/51x2S9BEeri5wlpKgb+81QME5ILAryqoV47BwK0Y/KOTmr9jq7Iqx2SLkj8C7iCtMIPgdyLLMqeLHAI9nwGJsQ0LEPdoZJWiE0+kkNTWVJ554gtmzZ7Nz506sVis9e/bEbDa7+2n7O4crdlNs81S5Nklm+kQP1dCilsUVneBrcS3LcqP+18MSOvvUhobsKcqlrM4ThhxpsdItxvch0dtU1cO7xsYRZvF9Rd692er8a23CwwGOqPKv03QisE/l+Vd4ODT2YMfF6b9F19lSrhLYwnvtXew2ZYtHs0V4rwXeRQhsgeB3UFL1CZW1GxVzraJnYzCIL0k9YTDUewRchWbOP/98923qkHJ/ZmPhasW4V9Rggo2B0/JFq9fpUHkuOTUegWI1mBkQ114TW6BxePiQpFRNCovpITwcYI9KYHdvpR8Ptm5adPlZgTOA/EJla8W42MDzYKsFdpgQ2F7FrvJgm8xC/gi8i4hHEQjOEoeznNPFyiJL4dYRRAQHRqunQMbVkxS0E20tTaW9jN1lPyvmBsWM0siawEIdHj4wvj1Wo3aFcRrnX2uTY99YYKf43IY6u4NDucq+01r1wJZlmSM6DRFXe7BTEiI1suS3Ybc7KCmpVMzFxgSeB7uiTJl/HRahTe2AcwW7XenBNpqE/BF4F3GFCQRnSU7pc9idHs+JhIWU6CcCRrAFMs21hvJnthT/iEP27M7HWZJICz1PQ4taHq1C+X/IPaAYD0vQrnp4ncPBz3knFXNaCGybw8GOXGWIeD8NPNiH8wuxOZ3ucVJEGDGh2lRhziutoKKmzj0ODbKQGKUPUXhKXUFc5znYRcWVNHy7R0WGYDYH3ue2KHDmWxx2p2JsCsBrSqAvhMAWCM6C6rq9FJQvUszFR9xNkFm7sNFzAZfAakpoufomN4XLY52ZmcnixYvJyspq8jh/RZZlNhR+p5gbGDMyYDZ7qqrq29ho8XyKayvZUawUtMMStcu/3l5wmmq7p81MQnAYHSJ97yXdV5BPtd2zoRMfEkrrCN+3UdpzWj8FztQVxNOSYnTzHjylChFvpXMPdmGRMjw8NlYfGxUtTVNFzgTew+FQCuxA3GwX6AshsAWC34gsOzlZ9Ajg+aC2GNuQGDFNO6POESRJwul0UlxczOHDh6mrq6OgoAC73e7umyzLMk6ns9F5ANOmTeOvf/0r06ZN48cff9TiKXiFY1UHyKs95R4bMNI/ZoR2BrUArtfw8OHDzJgxg7fffpvt27f73I61eYcUbc+6RCSRFKydOFGHhw9NbquJiGsq/1oLOxoXONNOYOu1wFlZZQ3lVZ6ieBazkXideNabo6BR/rW+7f29VFSoQsTDhQfbmzhEiLjAx4gsf4HgN1JU+T5VdVsVc62i/y4Km3kZm83Gl19+yaJFizh06BCZmZm0bt2a9PR0UlJS6N+/P2PGjCEpKcm90HcVMDMYDBQWFvL1118D8Pnnn/PKK69o+XRaFHVxs26RfYkw6ysEtLlicq7IA1chOhdOpxODwcC8efN4++23WbJkCbNnzyY9Pd1XJgPwQ56qPZeG1cMB1mUfU4y1aM8FTQls37fnAp0J7Fx1/nWMRpYoUedft4qPxGDQh2e9OQpVAjsQ868BKlUh4qFhQRpZcm7gdCij3AyiJZrAywiBLRD8BuyOQrJLnlHMRQRfRGTIRRpZdO4wZ84cXnjhBWpr6z0xkZGRZGZmkpmZidFoJDw8nE6dOnHJJZdw9dVX07VrV4Wgi42NJS8vj+eff57MzEzattVGmLQ01Y5KdpSsV8wNihmtkTXNI0kSJ06cICIigrKyMmpra0lJSSE4OFixIeIS265+2a7fNTU19OjRw6c225x2fso7pJgbrmF4eJWtjm0FSmGrVYGzLTqoIG53ODnQqMCZli26VCHiifrwYJ/Obyyw9Y46RDwmOnC6ITSkskItsEWIuDdRp5HpJYVDELgIgS0Q/AZOlzyFw+nJZZMkKynRT2ho0bnB8uXLefbZZ0lKSuLGG29k0KBBtGnThpMnT/LZZ5+xa9cujh8/zubNm9m5cyfffPMN1113HVdffTXx8fE4HA5kWSYuLo65c+dq/XRalC3FP2KTPYWVosxxdAnvraFFSmRZ5sMPP+STTz5h8+bNnDp1ii5duhATE0N0dDRdu3blggsuYMiQIURGRjZa8Lz++uu89tprrFq1inHjfFuhf2tRFhV2T2httCWUHtGtfWpDQ37OO6ko6NU2PIrWYb4XS9nl5WRXeHoUWwxGesT7XtgeLSyipkEeeGxoCAnh2ggxWZbJbBQirg8P9mk/qyAO9UXOGhKwHuyKWsVYCGzv0lhga2SI4JxBc4EtSZIZmAqkA32AboAZuFOW5Td/532eDzwGDAaswGHgbeAVWZYdZzpXIFBTUbOe4splirmkyL9gMWm34D5XePbZZwF46aWXmDRpknt+4MCBXHXVVRw/fpxVq1bx5Zdfsm7dOtatW8fx48cpLCzksccecxcycTqdyLIcMIVNZFlmYxPFzQySPsLeCgoKeOWVV3jyyScBCAsLo6amhh07driPMRgMREdH06tXLyZMmMD48ePp3r074ClOZzKZGDdunM97lqurh1+Y0Amjhv/bxu252mlihzo8vEdCAkEm3y8jmgoP18ojVVheRXm1RyxZLSaSo31f9K0p/NODrRbYgenBrqpUCuwQESLuVYQHW+BrNBfYQCjw4i9/5wI5QJvfe2eSJF0B/A+oAT4AioDLgBeAocCk5s8WCJQ45dpfCpt5sJo7Ex8+WSOLzh127tzJ5s2bSUtLc4trl9ByOBwYjUbatm3L5MmTufrqq/niiy949dVXWb9+PY8//jibNm1i0aJFxMfHN8rz9Xeyqg6RXeOpiC4hMShWP72v33rrLZ5++mkSExO55pprGDBgAD169ODAgQNs2bKF/fv3c+TIEU6cOEFGRgbbtm3jp59+4v7772fYsGHu8HAXvl4MqftfD0vUrj0XwE/ZxxTjocka5V/naB8eDvrKv85UhYe3T4jRTZ6zukVXq3h9CP8zofZgxwSqwFZ5sENChcD2Kfp4iwoCGD2sOquAi4FWsiwnUe9p/l1IkhQB/BtwACNkWb5DluW/Uu8dXw/8WZKka1vAZsE5Ql7Z69TaMxVzrWOepT7wQuBNcnJyiIr+ar18AAAgAElEQVSKon37+hZoNpvNLbRcnmhX7m5ERATXXXcda9eu5Z///Cfx8fF8/fXX/O9//3MfF0ioW3OdF9GXSLM+wlIB3njjDZxOJ4sWLeLFF1/khhtuoHfv3lx99dXMmzePDz/8kEWLFvH3v/+dcePGUVZWxqeffsqIESN45JFHqKur+/UH8RJHKwo4XukRTSbJyNCEjprZU1JbzZ4iZUsq/RQ4S9HEjr3Z+YrxeUnxmtgBTVUQ18/70B892EXF6hzswAwRr6oSAltTAmtJINAhmgtsWZbrZFn+Upbl7Ba4uz8D8cD7sixvbvAYNdSHjAPc0wKPIzgHqLUdIa/0VcVcTOj1hAYN0Miic4tu3bpRUlLCxo0bOXLkCGZz402Nhi26HA4HkiQxY8YMbr31VhwOBy+++CKnT58OqHCwakcl20vWKeYGx47RyJrGbNu2jWPHjtG3b1/Gjx+PzVbfu9n1GsmyTFBQEP379+fee+/l008/5YsvvuDiiy/GZDLx2muv8dFHH7nP8TXf5+5XjAfEtiPUpN3id33OccVasGt0PLHWEJ/bUWO3sSdf6Tnup4EHW5Zl9uXox4N9NE8lsHVS4MzplMkpKFfM6V1gO50yxcVVirlALXKmDhEPDrVoZMm5gXoNEGib7gL9obnAbmFcMZJfNXHbD9R7y8+XJElsFQrOiCzLnCx6BBnPl6DJEEty1MMaWnVukZyczIQJE6ioqGDKlCns3r272WMlScJoNCLLMiaTiQcffJDu3btz8OBBcnNzmz3PH9lS9EOj4mZdw33bwupMuPKs+/Tpo5h3vUauhY4rL95isTBu3DiWLFnCjTfeSEVFBU899ZRmGyPf5yjzr4cnaR0erup/rVH+9c7cXOwNCq21iYgkPtT34udEcSkVtZ7rPzwoiDbR2glHtQe7faI+PNgFJRXYGvT+jQgNIixE30uf8ooaHA7PNRYSYsFqDcxosZoqZZROiM5fG3/HoBbYTiGwBd4l0AS2ayV0UH2DLMt24Cj1eedpv3ZHkiRtaeoH6NqiFgt0SXHlR1TUKr2EraLnYDJGa2TRuYfRaGTy5MlER0eTkZHBP/7xD0WRLIfDgbPBgh/qRVxtbS2xsbF07NgRo9HIsWPHfGy595BlmfVF3yrmBseO0k1xM6iPPAgNDWXVqlXk5eU1GXkA9UXOXALa4XAQERHBvHnz6NevHwcOHODAgQNNnudNSuuq2F58QjE3XOP8a3WBswuS22liR+PwcH3kX5+XHK9phMqxXH2GiJ/OL1OMk3XuvQYoVuVfR0cFpvcaoLpaKbCDQ4QH25tIqroITuHBFngZ/azKWgbXN0hpM7e75qN8YIvAjzEZEzAbPfmFYdZhRIX8SUOLzk2uvPJKHnnkEcxmM4sXL+ayyy5j/vz5VFZWYjQaGxUvczgcBAUFIcsya9euxeFw+LyHsjc5VnmA3JqT7rEBAwNiRmpoUWM6duxIbGws2dnZPP3005w6dcp9W3NheUajEZvNRnx8PMOHDwfqQ819zdq8Qzhkz6ZNx/AEUkK021Q7XVnGkTKPgDNJBgYkatO9QLcCO0m78PDy6lryyzyi0GQw0DpOH0I2u0C5DEqO03+Bs+IStcD2fSqEL3DYHdTVetrMSZJEUIB66vWCWmALD7bA27SIwJYk6ZgkSfJZ/LzbEo/7e0z95fevvrNkWe7X1A+w/9fOFfg/EcEj6JL8HXHhd2CQQmkdMzeg8nj9iZkzZ/Kvf/2L1NRUTp48ycMPP0xCQgIzZ87kwIED2Gw2ampqgHqhVl1dzQsvvEBhYSFjxoyhU6dOGj+DlmNd4TeKcbfIfroqbgYQExPDrFmzsNlsvPLKKzz22GP8/PPPAAqPdUOxLcuye7MkM7O+qKAWr9saVXsurb3X6urh6XGtCDP7PpRUluVGAluL/GuAfTnKAmfdtcy/VnmvU+OjMOukFWC2yoOt9/xrgOISZf51oHqwa6ptirE12CzWF17GaFRtxtudzRwpELQMLdWmK5P6tli/ldO/fsjvwrVl29w3SYTqOIGgWYyGUFKiHycxYgYmo75EzLmEJEncfPPNjBw5kjfffJP//e9/7N27lxdeeIEXXniBkSNHMnDgQADCw8P5/PPP2bZtGyEhITz66KMaW99yVNjL2Fm6UTF3fuxYjaw5M3feeSdlZWXMnTuX//znP3zzzTf86U9/4uabb2bQoEGN+pG78rOPHTvGypUrMZvNjB492qc225x2fso7pJgbobHAXq/uf61Re65jpSUU1VS7x6FmM11i4zSxZZ/Kg91VwwriaoGtl/xrgJxCVYi4H3iwS9QCOzowPdg1NcrwcGuwCA/3Nga1wHY4mjlSIGgZWkRgy7Ls25VQ8xwA+gOdgS0Nb5AkyQS0B+zAEd+bJvBXhLjWB23atGHWrFlcfvnlfPnll3z33Xd8//33ZGRkkJGR0ejYxx9/nBEjRmhjrBf4uSgDh+wJK4y1JNIxTL/h77fffjsWi4V58+Zx+vRpXn/9dV5//XWSk5P505/+xNixY2nVqhW1tbVYrVa2b9/O888/j81mY8qUKYSE+HZxvaXwOBV2T1HDGEsoPaO1CceGeq9xowJnWvW/VnmveyclY9Sgt3xeeQUFlR4RFmQykhan3efzEZ3mX0NjD3aSHwhsdQ/sQA0Rr6lRebBFeLjXMZqUm7rCgy3wNi3lwdYLq4EbgPHAUtVtw4AQ4AdZlmvVJwoEAv1jsVjo168f6enpTJ48mYMHD7J69Wo2bNhAZGQk5eXljB8/nosuuojzzjtPa3NbDKfsbNT7enDsGF0VN1MTHR3N9OnTmTx5MosXL2bFihVs2LCB7Oxst9gODw8nISGBzMxMDAYDTqeTm266iRkzZvjc3jWq9lzDE7to+v/NLC0kt9rTEzjYZKZPnDZ9p/USHq7Ov+6SGI/JqN1rdN2F6aS3b8XR3CKO5hbRJ02b16cpsv3Qg11aqvRgR0YGpsCuVQlskX/tfUyNBLbwYAu8i18KbEmSIoFkoFTVP3sZMA+4VpKkV1y9sCVJsgJP/XLM6z41ViAQtDhGo5GkpCSSkpIYNmwYABUVFYSFhWlsmXc4WL6TwjpPuzGTZGZgzAjtDDoLgoODufPOO7nqqqvYunUrmzdvZvv27WzcuJETJ07gdDpJTU3F6XQyY8YMpk6d6nPvtSzLrFG359I4PHxt9jHFeGBCGywa5fduURc4S9JGYO9X5V+fp2F4OEBSdDhJ0eGM7NlBUzvUOJ0yuYXKHtj+ILCLS9U52EJgC1oGk0X52WmrEwJb4F10IbAlSXoYT/srV0PX2yRJuuCXv9fKsvxmg1OuBBYB/wFudU3KslwmSdKd1AvtNZIkvQ8UAZdT38JrGfCBt56HQCDQjkAV19C4uFnvqMGEmvS/YHYhSRJxcXGMHTuWMWPGUFNTgyzL5OTkcPjwYdLS0khNTSUoSJtesIfKczldXeIeBxlMDI7XVjT9lKOP8PCy2loOFRYo5vokJ2tiS+MWXdoVONMzxWVV1Nk8AiIsRP89sKFxDnZUoHqwq4XA9jUms1Jg2232Zo4UCFoGXQhs6kO6h6vmzv/lx8Wb/AZkWf5EkqThwCxgImAFDgN/AV6Wm+sTIxAIBDqkqC6ffWVbFXNDdFrc7LdgMBjcHuoOHTrQoYNHyMqyrEk13TU5yvDwQXFphJi0KzxkdzrZkJOlmBuqUf/r7TnZirYbnWJiiQiyamKLuoJ4Nw1bdOmZ7AJV/nVsuEaWnB2lZdWKcWREgArsWqW4EwLb+5gtSrljtwkPtsC76EJgy7I84iyPfwd45wy3/wRc/IeMEggEAh2woXAVcgOJ08ralrYhgdN6rCFatapRt+cakdS1mSN9w67CHMptDQquBQVzXrQ2YnJL9inFWKv86/KaWk4UexqAGCWJzonaVDLXO/5YQRyaENiRwRpZ4l3q6pQC22LRxVI8oGlKYDudTnd7SIGgpRFXliDgEUELAn/F7rSxsUhZIf38uHGiZ2oLkldTxu4SpYjUOv9a3f96SFJbDBq95uoCZ301Etjq/Ou0uBisZiFMmiKnQJl/negHHmyHw0l5udqDHaACu1YZIq4Wf4KWR5IkzEHK/3NdrQgTF3gPIbAFAYdaUDcUI06naM0g8B92lm6g0u7xRlkNIfSJGqqhRYHH96riZj2iUoi3aitI1jXKv26niR0Op5MdOTmKOa0E9r4c/fS/1ju5heoQcf17sMvLa2j41R0aGtSo8nOgoBZ2liAhsH2BOhTfpio2JxC0JOJdLQg47HY7hw8fZs+ePWRlZdG7d2/i4uLo0aMHRqNRszxPgeBs+alAWdxsQMxwgoza5L8GKhmq9lwjNQ4PB3hjxFVsyjvB2uxjrMs+zgUaCeyDhQVU2Orc4xhrMO2jojWxZW+2qoK4KHDWLDmF/ufBLj1HvNcANpsIEdcCi9UMpZ7rrLbGhv7fGQJ/RbyrBQHFiRMnePrpp/n000/JzfW0NeratSvt2rXj0Ucf5YILLjjDPQj0glO2Y5DO3Y+ok1VHOF51UDHnz8XN9EilvZaNBUcUcyMStRfY4ZYgRrfuyOjWHTW1Y2tOtmLcJzlZs81JtQe7m/BgN4u6RZc/eLDLzpH8a2jcIspsCUxPvd6wqDzYtdV1zRwpEPxxRIi4IKC47bbb+Ne//oXVamXUqFFMnDiRhIQEsrKy+Oqrrxg2bBgzZszgxIkTWpsq+BXWZM9i9emHKao9rLUpmvBTwdeKceewXiRYtQnPDVR+yjuMzelZ7LYOiaZjuPCMutBL/nWd3U5mfpFirquoIN4suUX+58FuJLDDA1lgKz3YZlFLwCdYrcrOEOp+5AJBSyLe1YKAYdasWaxevZp+/frx2WefER0djdVqZfv27bzzzjt89tlnHDt2jFdffZUffviBF198kREjRgDatQcSNE1BzT5OVP4IwInKH2gbNoqhiY9iNgRm2xY1lfZytpX8pJgbGjdOI2sCF3V7rpFJXcXnQAPUArtfcoomdhzKK8TeoH5GckQ4USEiVaIpaupslDQItzYaJOKiQzW06LdRpgoRDw9kga1qEaXu0SzwDkEhSoFdU1XbzJECwR9HeLAFAcGuXbtYuHAhkiSxePFikpOTsVgsyLJMeno6Tz31FLfccov7+J07dzJ27FjeffddQLv2QIKm2V6obHtfac/FJAXugkuN1RjC9anTSQvtBkC0OZ7zIvpqbNVvR5ZlHtv5Gu8eW8mp6rxfP0EDbE4HP+QpQ/BH6iA8XC/kV1VyvLTEPTYZDPRKTNTEFnUF8fOSRXh4c+QVVijG8dFhGP2gFZG6RVdEROBuoNjtqhBxIbB9gjUkSDGuqRIh4gLvITzYgoDg+PHj1NXVceWVV9K1a1dFf0NZlgkLC2POnDkcPHiQpUuX0rt3b3bs2MHNN99MZWUlU6ZMESJbJ+RV7+JU1XrFXHrMHefU62OUjPSKGkSvqEFkV2dRZivCIOl/kexif/kxtpUcYFvJAZZmfUWPyA4802u6rp7D1qLjlNk8i/oocwjpMakaWqQv1N7rbvEJWE3mZo72LvtUAltUEG8edXh4Qoz+w8Ohvop4QyIC2INtFx5sTQgOVXqwqyuEB1vgPfSz2hEI/gA5OTlUVlZy+vRpHA4HkiS523VJkoTDUf+F1rVrvYdq+vTp3HrrrRgMBpYuXUpenj69bOci2wv/rRgnWHvRKmSQRtZoT3JwKl0i0rU246zIyP1ZMY4wh+lKXANkqMLDhyV2xmQQC10Xesm/hqYKnIn86+bI81OBXaYS2OHhgezBVrYLNZn09dkYqKg92NUiRFzgRcS7WhAQuITzkSNH2LdvH5IkKUS2q/91dHR9i5kOHTowdepU0tLS+OGHH5g/fz7QuIe2wLfkVG0lu3qzYi499s5zynvt79icdn7M36aYG5nQXyNrmkaW5SbzrwUeGuVfJ2kjsJ1Omf05BYo5b3uwnU6n334XqCuIJ8SEaWTJ2VGuysEOZA+2QxUibgzQft96IyRMuWlTUykEtsB7CIEtCAg6duxIWloaeXl5/PWvf2XTpk2AJ7fabK4PbVy4cCFWqxWLxUL//v2ZO3cuVquVn376iZqaGiHkNESWZbYV/ksxlxTcj+SQfhpZJPg9bC7aS5m90j0ON4UwIKabhhY15kBZDqerPfnFQQYTQ+K1bYmlJ2rtdnbl5SrmtPJgnywppbLOkysZYQ0iJcq7bacMBoP7u8DpdP7K0foir1iZg+0PFcQByivOHQ+2w6G8poxGsRT3BWqBXaWKmhAIWhLxrhb4PbIsk5SUxPTp04mKiuL777/niSee4M0336S0tBRZljlw4ACTJ09m7969jB07lsGDBwNw4YUX0qpVK7Zt20Z2dvavPJLAm5yq2kBezU7FXJ/YKRpZI/i9ZOQpw8MvjO+D2aBN7m5zrM7ZpxgPju9AiMnSzNHnHnvy86hzeLxsyWHhJIdrI9TU+dddEuO9uhGakpLC5ZdfznfffQfgruXhL/itB1uVDxshBLaghQlRXVNVFUJgC7yHKHIm8Htci61bbrmFAwcOsHDhQlauXMm6det48skn6dSpE9u3b6eoqIi0tDTmzZvnPicuLo7Y2FiOHDlCaWmplk/jnKYp73VKyBASgntqZJHg91Buq2JT4R7F3MiEARpZ0zzq/OtRSedpZIk+adyeS7v860YVxL0YHl5TU0N2djYrV67k2LFjTJgwgauuuoo+ffpgsfjHBow6BzvRT3KwK1RiJyw0gAW2XQhsLVB7sCtVaQkCQUsiBLbAr2iqX7UrXy4qKooFCxbQq1cvXnvtNfLy8jhx4gQnTpwAYNKkSdxxxx106dIFh8OBwWDAZrNRV1dHhw4dSEgQhXO0IqtiDUW1BxRzwnvtf6zN34ZNtrvHydY4zotor6FFjTlVVcyBshz32IDE8MQuGlqkP7aoBHYfHRU482b+9fHjx91/7969m927d/PVV19x1113ccMNNxAZGQng/v7QY0pRfnHjNl3+gLqKeHhY4Apsp1OZ328QAtsnhKhav1WWCQ+2wHsIgS3wK1wLmqKiIux2OyaTiZiYGABsNhtms5m7776biy66iK1bt3Ls2DGCg4NJS0tjwoQJirw6o9HIypUr2bFjB+effz7BwYFbVEXPOGUH24qUlcPbho0g1ipEj7+xWhUePipxgO5EiDo8vHdMG2KCQjWyRn/Issy2HP1UEPelB/vQoUMAXHHFFVx66aU899xz7Nq1i2nTpjF37lweeeQRJk+eTFBQfTXipjZ8taS2zk5pA0+w0SARG6X/a9vplKlUVXQOCwtq5mj/R53XbzDo5xoKZMIilGu8yjLhwRZ4DyGwBX7Fli1b+PDDD1mxYgUAdrude+65hxkzZmA2m6mrq8NsNtOhQwc6dOjQ6HxXf2yz2Ux2djb/93//B8C0adPcFcYFvuVo+TeU1h1zjyUMpAvvtd+RXZ3P3rIjijm9VQ+HxuHho0V4uIKTZWXkVXqK1FlNJrrFadN3uriqmpwyj0fWbDDQIT7Wa4+3f3/9tTF06FBuu+02WrVqxUcffcS3337LqVOn+Mtf/sLbb7/NzTffzPXXX098vL76cau91zGRoRj9IIe8urpO4dW1Ws2YAriytsMhPNhaEKoS2BVCYAu8iBDYAr/ho48+YtasWRw+fFgxP3PmTDIyMnj33XeJiDhzdVmDwYDT6XQXPcvNzeWmm27i2muv9abpgmZwyDa2F76pmEsLH0eUpZ02Bgl+N6tVva+7RaSRHKwvAVJcW8nWwuOKOZF/rWSrynvdKyEJs1EbsaP2XneIj8XiReHlEtht2rQBYNy4cYwbN47vv/+eZ599lq+//ppt27aRlZXFzz//zNVXX83QoUOJjfWe6D8bGvfA9o/w8ApVu6Sw0MD1XkPjdqAGHUVBBDLhkSGKcUVplUaWCM4FxLaZwC/Yt28ft956K4cPH+bKK6/k5ZdfZv78+UydOpXg4GA+//xz7rjjDsrLy3+1rcrq1au58847Wb9+PRMmTGDhwoU+ehYCNQdLP6XC7qnebsBE79g7NLRI8HuQZbnJ8HC9sSb3AE48i9vOEYm0Do3R0CL9oS5wpmV4uLqCuLf7X7sEdseO9S3bbDYbAMOHD+fLL79k7dq1/PnPf6awsJAlS5Zw1VVX8fDDD7N79273fWjZQ9tf86/VBc5CA11gq3KwJREi7hPCooTAFvgO4cEW+AWTJ0+murqa+++/n+eee849X1BQQFpaGnPmzOHnn3/mxIkTdOt25p67Q4cOZdy4cYwfP57rr79e5F5rhM1Zzc6idxRznSP/RLhZuwW9N6ipqUGWZaxWq67yNVuSPWVHyKkpdI/NkokL4/toaFHTqPOvR/rAe+34pd2VUSMv8NmipwriB3wssI8cOYIkSW4PttmsbC93/vnn07FjR6655hqWLl3KV199xVtvvcVbb73Ftddey4MPPkh6erpXbTwT6h7YCX4isBvlXwe6wFZtwATo14LuCFcJ7PISIbAF3kN4sAW65+2332b9+vX06tXLLa5dnoW4uDgmTpxI27ZtycrKYsmSJWe8L1mWCQ4O5m9/+xszZ84kLS3N6/YLmmZfyYfUOIrcY5NkpVfMLRpa1PLU1tYyb948brvtNtauXesWW4HG6txNivGg2B6EmUKaOVobquy1bMjPVMz5Iv/aaDS6xbUsyzgcjl+NstGKyro69hUoRW2f5GSNrIH9ub4T2Ha7nZycHFq1akVcXFyzxyUkJDBx4kT++c9/MmvWLLp3747FYmHZsmVMnDiRKVOmUFWlzcK9oLhSMY730xDxgPdgqwIcJITC9gVBwRZMFs9Gp63WTo1qc0cgaCmEwBbomqKiIr7++msAHnvsMaB+IdTQs9C2bVumTKkvipWRkUFNTfOtFyRJcosc4bnWjhpHKbuL31PMnRd1NcEmfeQythRLly7l73//O6tXryY/P1/hxdQqjLSlqXXU8WP+NsXc6MRBGlnTPGvzDlPr9LQQaxUcRZeIJK8+5hdffMFNN93EypUrKS0tRZIkjEYjhl8KTzkcDhwOxxmvhW+++cbdatDb7MjNwdnAlvZR0cQEa7NRUme3k5lfpJjzZgVx1/+4Xbt2wJnfn7Is065dOx555BF+/PFHHn30UcLCwjh69ChvvvkmISHa/M/8NUS8qqpOMQ50ga1GeLB9gyRJREQrq+qXqTalBIKWQghsga6x2+1s376dpKQkOnfuDIDJ1DizYfjw4cTGxnL8+HGKi4sVt7m8Ra7f/hKqGcjsLlqMzelZDFoM4fSIvkFDi7zD008/DcB///tfrrrqKqD+mob6L3ubzcbWrVupqKigoqKCurq6Zu9Lr6wv3EWVw7OpFWUOp19MVw0tapoMVXj46OTzvB6yv2jRIt577z0uvfRS2rRpw+jRo3n22WfZvHkzsiy7vdsuO9SC++jRo4wfP5709HSfbMjoKf/6cH4R9gae/uSIcCKDvdcb+dixY/WP84vH/kxRBpIkuaMRoqKimD17NocOHWLOnDkMGzbMazb+GvklKoEd5R8CWx0iHhpybglsge+IULWtKysSAlvgHYTAFuiarKwsTp48SXJyMj179mzyGIfDQdu2bUlKSuL06dMcPXpUcZvBYKCgoIAFCxYobhNoQ6Utl32lyxRzPaJvxGIM18gi7/Df//6XzMxMd76/C5PJRE5ODjNnzmTIkCFcdNFFJCQkcOutt/Lvf/+bvXv3Av7j4f4ud6NiPCKhH0ZJX5tYNqedH3IPKuZ8kX/9008/AdC6dWtqamrIyMjg0UcfZeDAgaSmpnL99dezaNEit7hTC+4ffvgBgL59+/okf3+LjvKvfV3grFevXnz22Wf87W9/A3BHGTSHKxrBRWxsLDNnzuSNN97wqp1nQh0iHucnHuxKVYh4SIhFI0sEgU5EjPBgC3yDKHIm0DX9+/dn2bJl5OTkuMO71R5oo9FIVFQU3bt3Z8+ePezevZvzzz8fm83mDiW/++67Wb58OVVVVTz44INaPBXBL+woehun7PHUhpjiOS9qkoYWeYfly5cDMH36dKC+2JnVamXPnj089NBDrFy5EoDQ0FBqampYvnw5y5cvZ9SoUcyaNYuRI0dqZvtvpbC2lO3FBxRzY3QYHr6p4Cjldo+XPdoSSp+YVK8+5smTJ3E4HERGRvLggw8SERHBzp072blzJ3v37uXUqVO8//77vP/++0C9wBsxYgRjx45lyJAhREdHuwX6ZZdd5lVbAZyyzLYc/XiwD/ow/xrqBfKll17qHv+eDY2wsDC6dOnSkmb9ZmRZpkDlwY5ThcPqFXWIeJjwYAu8RGSsctOptLCimSMFgj+GENgC3SLLMpIkMWHCBHdRszOFd/fq1YsPP/yQffvqQ0FdHog33niD5cuXEx8fzz333ON9wwXNUlJ3jMNlXyjmesfcjsngvdBPLSgoKKCyspKYmBh35IXFUu+Vefrpp1m5ciX9+vXj0ksvpX379oSHh/Pee++xfPlyVq9eTUZGBh999JE7rFyvZOT9rGh7lRaaQvuwFA0taprG1cO7YpS8G8CVnZ1NZGQkDoeD3r17c+GFF1JSUkJ+fj7Hjh1j//79bsF94MAB998vv/wyYWFh9O/fn23b6nPbx40b51VbATKLiiir9XgSwy1BdIzRriaC2oPdJbH5wmMCKKusoc7mKaIYHGQmLNg/hKo6RDz4HPNg+0mwUkCgFtglheXNHCkQ/DGEwBboGleYrLpdSkOcTicGg8HtOdizZw/V1dUEBweza9cuHnjgAQDee+89wsMDKwzZ39ha8DoyntzGCHMqHSMu0dCilkeWZXcV4qKiIg4fPkybNm0wGAzs3buX999/n+joaD755BNSUjxi9Morr2TTpk089NBDfP/99yxatIgJEybotr2XLMt8qwoPH504UCNrmschO8nI2a+Y8+XkkQ4AACAASURBVEX1cKiPWsjPz3dvrkRFRREVFUWnTp0YOXIkJSUlnD59mszMTPbs2cOOHTvYvXs3mZmZrFmzBqj3rPrCK7o1+5Ri3Dc5GYNG150sy41adJ2XlKCJLU3hdDqRJElX78vCEmWoa2yUf3ivobEHOyQ4sAW2+rKREQrbV0TFKteApQXCgy3wDkJgC3TLb128uDzVnTp1wmq1sn//fmpqarBYLEydOpXKykoeeughxowZ401zBb9CXvVOTlT+qJjrG3sXBimwPoZc162rWNLOnTvd4d7LltXnnt93332kpKRQW1tLUFCQeyNp4MCBTJ06lc2bN/PFF1+wceNGRowY4fsn8Rs4WJ7Fiapc99goGRiZ0F9Di5pmZ/EJCmo9i6hQUxCD4rzfni8pKYlu3bqRlZVF1671Rd8aCjOTyURcXBxxcXH06tWLCRMmkJ+fT1ZWFqdOneKNN94gIyODiy66yOu2AmzRUXh4dmk5pTUer2aIxUyb6EivPqYrYuq38Gv52VpQoBLYcX4ksKurVVXEAzxEXDIorzPZKQS2r4iMU3mwC4QHW+AdAmtlK/BrqqqqOHToEGvWrOHEiRNERUXRoUMHLrvsMgwGg7v1ictjraZNmzakpqaSlZVFWVkZr776Kj/99BP9+vXjmWee8fXTETRAlmW2FCxQzMVbu5MaNkIbg3zAxIkTeffdd5k9ezY9e/Zk1KhR7srEo0ePBjwV8Rsu7CdNmsTixYv5/PPPKSkp8b3hvxG197p/TDciLfqLEPkuWxkefmFCZyxG73/1tW7dmueff56cnBwiI+vF4ZmEmdVqpU2bNrRp0waAhQsXAvCnP/3J67aCviqIq/tfd0mMw2Dwnre4oqKCJUuW0LNnT4YMGdLscYWFhWzbtg2n00liYiJt2rQhJibGa3adDY0Ftn8UOAOoUgnsQA8RV0eGOIXA9hnRcRGKcbEQ2AIvIQS2QBdUVFQwffp0VqxYQVGRsvfpoEGDGD9+PGPGjGHo0KEYDIYmRXZkZCQdOnTg4MGDPPbYY7z3Xn2f5SVLlvjseQia5kTlD+TV7FTM9Y2bqqsQy5ZElmWuuOIKbr/9dt5++21mzpzJm2++SY8ePbBYLGzdupXzzz+/UU2Buro6LBYLUVFRQP2CXo/UOW18n79FMafH4mayLPOdKv96TLJvwsMlSaJ79+507979N5/j8qIWFxezefNmAJ9E3hRXV3OkQXtDgySRnpjs9cdtjgM5BYpx10TvFjjbtGkTd999NzfccANDhgxp9P1y8OBBHn74YTZt2oTVasXpdBIXF8fAgQO55ZZbGDBgwFl5wL1BowJnfuTBVoeIB1sDW2A38mCLJGyfERUvQsQFvkEIbIEuuOuuu1i6dCmdOnVi4sSJmEwmampq+OCDD9i4cSM7d+7km2++4fLLL2fKlClER0crznctiHr16sWXX37JBx98AMCCBQvo1KmTFk9J8AtO2c7WgoWKudYh55MU3Ecji3zH5MmTycjIYMeOHQwYMIBLL70Uu93Oq6++yoUXXkivXr3ci3Kn04nFYqG6upovv/wSQLeVxDcU7KLSXu0eR5hDGRDz24Wkr9hflsOpKo9wtBhMXJDgm88Dp9Pp7nX9W3FdCxs2bKCiooJ27dr5xEO6VRUe3jU2jlCLdiKnkQfbyxXEMzMzAdzRAw0F9rfffssdd9zBiRMn3MdbLBaOHTvG5s2bef3113nxxReZPn16k10ufEUjD7afVBAHqK5R5WAHugfbIDzYWhGtEtjF+WUaWSIIdITAFmjOf//7X5YuXUpqaiqrV692F36qra3lnnvu4b777mPdunWsX7+eI0eOcODAAe6//35FX2zXYqhfv35YLBbq6uq46qqruPvuuzV5TgIPh8s+p9R23D2WMNA3LrCrubuE0uDBg/n222+ZNWsWn376KatWrcLpdHL06FHmz5/PzJkz6dOnDw6HA5PJRG1tLc8++yyFhYVcfvnlpKV5P1f497Aqd4NiPDKhP2aD/r5OvsveqxgPie9AiMm7+Z12ux2Hw0FQUP3j/B7PZnJyMhMnTvRZ/r2ewsMB9qt7YHvZg+3qPNG5c2cAdyrHgQMH+Oc//8mJEyfo2rUr9957L+eddx65ubns2LGDFStWsGvXLubOnUuHDh24+OKLNfNkF5ZUKcaxkX4ksKttinGwtfmipoGAOvpOCGzfEZOgDBEvyi/TPPpEEJjob0UkOKcoLCzktddeA+q9zQ0LPwUFBdG/f3/effddbr/9dtasWUNubi5LlizBZrMxa9YsunbtqvAaDBgwgJSUFEpKSnjnnXc0fGYCAJuzmu2FbynmOkRMIDqog0YWeR/Xl7XD4UCWZdq3b8+sWbNo3bo1n3/+OcePH6e6upqlS5eybNkyrrnmGnr27MmpU6fYu3cv33//PXFxccyePVvrp9IkBbUlTfS+HqyRNWdGLbDHJHfz+mN++umnzJ07l7lz5zJu3LjftXBLT0/nP//5zxm7J7Qk27KzFeO+ydq1Wquqs5FV5Kk9IAGdErzbLswlsDt27KiYX758Od988w19+vRhwYIFDBrkSYOYNGkSt956KzfffDMbNmxg1apVXHzxxZot1AtVIeJ+JbBVHuzgAK8i3siD7XA2c6SgpbGGBBEcGkR1ZX0RRXudg/KSKiL8KOJD4B8IgS3QlMrKSgoLC0lLS2PgwIHuMNmGtGvXjvHjx7NmzRp69epFbm4u7733HgkJCTz33HOKkLy2bduyd+9esrKyCAvznyIvgcre4vepdnjyiI2ShfSYOzW0yPu4FtgNr8vu3bvzzDPPMG7cOD7++GO2bdvmrhb97rvvKs7v0aMHTzzxBH379vWp3b+V1bmbGvW+TtNh7+ujFQVkVng8oUbJwIhE77e7+uCDD9i2bRv3338/d911FzfccANxcXE4HA4MBsNvFmCuoo7exuZwsCNXKbD7aejBPpRXoGhalBoTRWiQdwXX4cOH6x8rNRXwvIe/++47AB577DG3uHY4HEiShN1up2PHjsyYMYOdO3eyYcMGjh8/Ttu2bb1qa3MUlPpvFfGaGqUH2xrgHmyjSenBdgiB7VNiEiI4ddTz3VCUWyoEtqDFEQJboCmlpaVkZWURERFBdna2u3+wmlGjRhEaGsqQIUNIS0vjoYce4oUXXqB169bcd999yLKMwWDAbrcTFBQk8q51QLW9iN3FSvF4XtQ1hJr108+2JTl69CirVq2iuLiYyMhIBg0aRHp6urs1k9FoZPTo0YwePZpdu3axa9cu8vLy+Pnnn8nOzqZz58707duX8ePHuxf6eqO+9/UmxdxFSf7hvR4Q245Ii/dF6+rVqwHYv38/999/P9u3b+eZZ54hKSnJ64/9e9hXkE+13e4ex4eE0joi4gxneJdG4eFezr8GyMrKIjo62v0auTbHdu3aBXiq/je8zWKx4HQ6ufzyy4mNjWX37t2atu8qKlWFiPuJwHY4nNTWeq4/SQJrUIALbKMQ2FoSkxipENiFuaW066ptWowg8NBcYEuSZAamAulAH6AbYAbulGX5zbO8r3bA0TMc8oEsy9f+PksF3iAlJYXOnTuzd+9ePvnkE3r27KnIh3GFf9tsNiorK2nfvj1//etfsdlszJkzh6+//pp7773XvbBxtT0SaM/2orewy55CWEGGSHpG36ShRd7j888/5y9/+YvbExYVFcXgwYOZO3cu6enpQL04deVa9+zZU1FDwJUWoXf2lR3lVHWee2ySjAxP6KehRc3zrUpgj/ZBePjevXspKiqiW7duTJgwgYULF/Kf//yHjIwMHn30Ua699loiIiJ0lfPXVP61lrYdyFVWEO+S2PSma0uRl5eHzWYjMTERs9mM3W7HZDK587Dj4+OJaGbDwdU+sqKigtraWhIStNk8rKm1Udmg1ZXJaCAi1KqJLWdLba3Sex1kMXu1JZseEAJbW2ISVXnYuaLQmaDl0YMaCQVe/OXvXCAHaPMH73MH8EkT87v/4P0KWhBZlt2evr179/L666/Tv39/JkyY4D7G5S149tlnAQgNrd+Vv+KKK3jppZf45ptvWLVqFePGjfP9ExA0S0ndMQ6VfqaY6x17OxZj4IXt//DDD9xzzz2cOnWKTp06ERwczPHjx/nqq6/Izc3l66+/Ji4uDkmSGm0A2Ww2DAYDQUFBuhJdzfFNjrK42aDYHkSa9feanq4qYW+pRzhKSIxO8n57Llf198svv5ynnnoKs9nM66+/TlZWFk8//TQlJSXcd9997jQYPbzmaoGtZXg4+L7A2cGDBwE4cuQI7du3p3Xr1nTp0oW4uDhkWXaL6+Zeq+LiYkpKSkhMTNRsk6xQFR4eHRHiNyK1+hwLDwcwmpSV5h12h0aWnJvEJUUpxgU5Jc0cKRD8fvQgsKuAi4HtsixnS5L0ODDnD97ndlmWH/+jhgm8iytsds6cOWzZsoWdO3dyySWX8OCDD3LttdcSFRVFdnY2H374IStWrKBnz57ccMMNQH1O6/XXX89LL73EyZMnAX0sVgX1bCl4DRnPoiHc3JrOkX/S0CLv8cQTT3Dq1ClmzpzJ3XffTYcOHdi0aRNTpkzh+PHj5OXlERoaysKFC8nNzaW8vJxLL72UCRMmKIpY6f3arXbUsrZgm2JOr+Hh32bvUYzTo9sQZw1v5uiWY8WKFQCMHTsWg8HA3LlzufLKK3nooYdYs2YNDz/8MO+//z7/+Mc/GD16tC5e8y06qiAuyzIH81QebC+HiJeWlgL10VJZWVlkZWWxbt069+0xMTFnzK3ev38/sizTu3dvr9p5JtTh4TGRvsnfbwkahocDBAXpYVnqXUyqHGybTQhsXxKbHKkYF+aUamSJIJDR/JNMluU64Eut7RBog9PpJDU1lVdffZX58+fz+eefM3/+fJYsWUJdXR3V1dWUl5fTqlUrXnzxRaKiorDZbJhMJhyO+i+l6ur6MGQ9LFYFkF21hZOVPynm+sbejVEKPM/Exo0bWb16NW3atGH+/Pnua3DgwIFMnTqVJ554wt12y+XdBHj99dfp168fTzzxhCJiQ8+szd9OtaPWPY6xRNA3uquGFjXPd9n7FGNfVA+32+38+OOPREVFMXDgQKBetA0YMIB33nmHhQsXsnjxYnbu3Mm9997L1KlTue6664iOjj7rAmgtRXZ5OdkV5e6xxWCke7x2NRJOlZRRUesJdQ4PCqJVpPc2RmRZ5pJLLsHpdOJwODh16hSZmZkcOHCAffv2sWPHDiorK9m5cydt27ZV9McGqKurc2+qDB6s3WZTo/xrP6ogri5wFugtuqApD7YIEfcljTzY2cKDLWh5NBfYXqKVJEl3AbFAIbBeluWdGtskaALXYmXIkCE88cQTDBo0iFdeecXtlQa44YYbuPbaaxk5ciRQL6QlSaKyshKLxaLbglDnIrLsZHPBq4q5eGtP2oaN1Mgi7+JqBTdt2jR3ZWGDwYDBYGDIkCHk5+fz/vvvExQUxPjx47FarTgcDtavX8+WLVuYM2cObdu2pVs37wvAP8oqVXj46MSBGCVjM0drR35NOduLTyjmfJF//eOPPyLLMkOHDiUkJASn0+lOcUlNTeXpp5+mXbt2zJo1i7179zJt2jS2bdvG3LlziY/3fiGvplCHh/dMTCRIwzoW6vDwLolxXt10kCRJUYQwNTWV1NRU93eNGtf3lUtor127lmXLlpGSksIFF1zgNTt/DXWIuD95sGvUOdgBXuAMwGxWfm4KD7ZviUtWCuz808UaWSIIZAJVYF/0y48bSZLWALfIspz1W+5AkqQtzdykT5eNn2M0GklPT6dXr15MmzaNb775hsjISIKCghg+fLj7uLq6OiwWCzt27GDRokUkJCTQuXNnDS0XNORI+dcU1Sp7JPePmxaQ0QXl5eUcOXIEo9Ho9l65FuwGg4GMjAxsNhsDBgxg9uzZXHLJJdTV1XHs2DG++OIL5syZw+bNm5k3bx7/+te/dF3k7FR1HnvKMhVzF+m193XOPuQGjZ66R7aiVUjUGc5oGb744gsALrqo/qtHlj02uNJXpkyZwqWXXspTTz3F4sWLeeutt1i9ejWzZs1i0qRJhIeH+zTVZUuOfsLDoXGBs85eLnAGNKr87XQ6kWXZ/foZjcZGr4frnMzMTCIiIrj++uvp06eP121tDn/2YKuLnJ0LOdgmlcC2C4HtU+JbRSvGBaeFB1vQ8gSawK4CnqS+wNmRX+Z6AY8DI4HvJElKl2W5sunTBXogMjKSSZMmKeZc1cQtFgu1tbXcdtttAEydOpWuXcWehx6wO2vYWviGYq5d2GgSgns2c4b/Issy4eHhCo/0hRdeqOh9/fLLLwMwa9YsLrnkEqC+tU/nzp3p3LkzTqeTBx98kK+//pry8nJdC+xvczYqxt0i0kgJ0We7tVWnlfnXvggPB/jf//4HoIi0ceH6W5ZlWrVqxSOPPEJMTAyvvPIKR48e5cknn6SkpIR7771XcQ15m6YqiGvJgVzft+hqiMubLctyk8IalLU+7rzzTu688073xq9WFJWJHGx/wqQKEbeLImc+JTohAqPJ4A7NLyuupKa6Dmuwdu9hQeDRIk0bJUk6JkmSfBY/7/76vZ49siznybI8W5blrbIsl/zy8wMwFtgIdAQm/8b76tfUD7DfG7YL6mmuj6hr0bl+/Xquv/56tm/fzpgxY5g9e7YvzROcgT0lS6mye1o4GSQzfePu0dAi7+FaYHfo0AGABQsW8NFHHwH1rZr+8pe/cOTIEbp168all16qONfV/mf48OGEhYURGhpKUVGRD60/Oxyyg+9Uva/H6rS4WVFtJVsKjynmxiR39/rjlpWVYTabSU9Pd7dfa+qzzHXdtGnThqeeeoqvvvqKYcOGcfz4cR544AH69+/P1q1bvW4vQLXNxt78PMWc9gLbty261Ljy4JsS1y6PdsN513tZS3ENTVcR9xcahYhbAt+DbbGIEHEtMRoNxKrzsEWYuKCFaamtwkyg5iyOP/3rh7QcsizbJUl6ExgEDANe8uXjC1qG06dPs3DhQj7++GOGDRvGW2+9pbVJgl+oshewu0i5b3Ze5CTCzdou2L3NNddcw5IlS8jKyuKmm25ixowZhISEcPToUQC6du1KTU0NVqvVLbhcvzt06IAkSVRVVTW7saQHthTto7DOU2U12BjEBfHahcOeiYyc/TgbhId3Ck+kbVis1x/XYrGwYMECdxSCuhiWGpcwGzJkCIsWLXJv0OzYsYO6urpmz2tJduXlYnd6iiulRkQSH6JdaHFlbR1ZRZ5QTQnolOAbgb1r1y6efPJJDh8+TGpqKsOHD2fSpEm0bt3aY48ksXPnTux2O8nJySQnJ+vmfVtcVq0Yx/qRwD4XPdhmi6pdY529mSMF3iIhJZq8k56N7dyTRbTukKihRYJAo0U+yWRZHt0S9+NlXLFn/pOcFAC4wulcv39t4Xkm4uPjeeCBBxg1ahT9+/enTZs/2i5d0FJsL/w3dtmzyAsyRNIr5hYNLfINgwYN4rXXXuOVV15h//795ObmAjB69GhGjx7NSy+9pBDXsizjcDgwmUysXLmSsrIyBg0aRMeOHbV8GmdE3fv6wvg+BBv1Gc6+Klub8HCr1cqYMWPc41/7jGt4e/v27Zk/fz5t27bl73//OwMGDPCanQ3Zkn1KMe6jsff6cH5hg60RSI2JIsQH3syPP/6YW2+9lfLy+mrq27dv57PPPuP48eM8//zz1NTUsHTpUp577jnMZjPBwcF06dKFq666igkTJmjuvQYo9uMQ8bo6IbCFwPY9CSnKPOy8k8KDLWhZAv+TzIMrpvHIGY8SeAW73Y7ZbFYsLM+2mI/ZbKZnz57uEEyBPiiqPcyhss8Vc71jb8di9H7fYT0wceJEOnXqxLZt2wgODiYuLo6RI0fy7rvvkpuby+zZs5k+fTqJiYlIkoTJZKK2tpZ58+YB8H//938aP4PmKa4rY1PRbsXc2KQhGllzZsrqqtlUoPx4v6iV98PDoenw4bM5V5Ikpk2bxs033+yzHOxt2dmKcT+NBXZTFcS9zZYtW3juuecoLy+nT58+XHbZZeTk5LBkyRJefvllBgwYQHFxMTNmzFCct2nTJhYvXszjjz/O7Nmz3TVCtEKdg+1PIeK1KnFpsQT+slT9HOtqhcD2NfEpMYpx7kn9pmkJ/BO//CSTJCkSSAZKZVnObjA/CNj2S2/thsePAu7/ZeiV/G+BkrKyMrZs2cJHH33E0aNHiYiIID4+nltuuYXExERSU1PP2qP9R7zfAu8gyzKb81+GBr6nCHMqXSKv1M4oL3P48GE6duzorjZsNBrp1asXvXr1UhzXpUsXwsPDWbBgAXV1dQwZMoT27dtz+vRpXnvtNXbv3s2AAQO4/PLLNXomv87q3J9xyJ4w4jYhiXQNb6edQWcgI3c/9ga2tg+Lo2O4bwqxybL8uz+bGhZAi4iIaEmzmkWW5UYFzrQW2I3zr71f4GzFihWsW7eOK664gmeeeYZOnTpRUVFBWFgYzz//PAsWLKCsrIyBAwfy2GOPYbVa2b9/P1988QWrV6/mmWeeoWfPnlx55ZU+rf7eEJvdQUWVpz+9QZKIDAv2uR2/l0Ye7HNBYKu89Or/gcD7JLZWCuw8IbAFLYwuPskkSXoYT/ur9F9+3yZJkqux5FpZlt9scMqVwCLgP8CtDebnAd1/acnlaqTcCxj1y99/k2V5XctaL2iK6dOns2LFCkpK6nPqDAYDTuf/t3fv0VFW5x7Hv3smVxLIhVtCiIaA4gW0COK1BURQT0WtS6S6sGrRylK8HIXShbXn0OVq6wVOoHoQ26PUGxUFbFUU1FKEouLxBqKSIAcFhAABCbmQZDL7/DGXZIZEBCbvOzP8PmtlzZqdCXkS3rzzPu9+9rP9zJ8/n+HDhzN69GiuvfZaOncOzHJGX5yEZgTWrl1LXl4excXFSq7j0JbaVWyv/9+IsSHdbsdj4uLUEnOLFi1i5syZzJkzJ6KSInopBMDQoUO59dZbeeCBB3j44YcpKipi586dpKenU1NTw6mnnhrXTfqstSzb8U7E2OiCc+J2yzW3ysPh0CXh3yf5cvL3unnft+w50LKkIys1lRO7OttQLFp5VILtRAfx5cuXA3DnnXeGd6PIycnhF7/4BUuWLOGdd97hsssu46GHHuKEE04A4MILL2Ts2LGMHz+et956i3feeYcxY8aQ4tL+4dHl4TmdM/F44vNvtC3RyeUxOYOtBNtxBcdF9uao3FLlUiSSrOLlTHYxMCxq7NzgR8ifObSnCSTfZwKXAKlAJbAAeMRau/LoQ5VDmTZtGk8//TTHHXccN910E4WFhdTV1bF06VJWrVrF4sWLWblyJW+++SaTJ0/mrLPOipjNDs0Krl27ljFjxnDppZcybtw4fvSjH7n9o0krzbaJD3Y/EjFWmHkmvbPObecrEt/06dNZt24dl156KWVlZVx++eVAS3IUnSRNnTqVtLQ0ysrK2LZtG6mpqdTU1DB06FBmzJjBeeed5/jP8H19Vr2JrfUtXaa9xsMFPZxZH3y4apoO8M6uqH26HegeDnDDDTeQkpLCgw8+SH5+fpuvibebEtGz16cXFOJ18QamtdaVDuJffBHYFGTw4MHhOPx+P/369QuvyZ42bVo4uW5ubsbv99OzZ09uu+021qxZw+rVq6mqqqJnT3caJEU3OMvvkjiz1wCNjZEdtI+JBDt6BvuAEmynRc9gV27RDLbEVlycyay1ww/z9fOAeW2M/w+g1tIuevfdd/nDH/5AamoqS5Ys4ZRTWmaR7r33XubNm8cTTzzBRx99xMKFCykvL+fuu+/m+uuvD88ChS5G77rrLrZs2cKcOXNISUlRgh1nvvh2IdVNW8LPDR6GdL897pKJWHn77bdZt24dWVlZbNmyhdmzZ9O/f/+IYzxabm4u06dPZ+rUqSxatIiGhgZKS0vp378/vXrFd4f16OZmZ3UdSG5afK6rX1G5gSZ/y4V6cad8+ncp6PDv6/P5eOqppwCYNavtzSn27t3L559/Ht4zPT8/n969e5Oenu7aspd4Kw/fvm8/+xtaypyz0tIoyu3Ycvm6ujpqa2vp2rVruJIqtEWXz+ejsrKS7OxshgwZEv4ar9eL1+vF7/czcuRIPB4PGzdupFMn99Y8R89g53ZOnPXXAI1Nkcllaqp7a9mdkpYe2byvIWqrMul43YvywlVnAFWV+2g80ERaRvJvEyfOUM2txNQrrwSaXU2bNo1TTjklvOVMc3Pg4veGG27gL3/5C7feeit9+vRh3bp1/O53v+PRRx+ltjZyL8/FixeH16dOnDjRwZ9CDuVA87es3fNkxNgJXcaQnx6/3bCPVqgp2cUXX0xRURErVqxg+PDhLF68GL/fH16T3Zrf76e5uZlOnToxfvx4JkyYwIgRI+I+ua7z1bNy10cRYxfFaXMzgDe2fxbxfFSvUxy50bNyZaAo6rLLLiMrKyu8/RYEku8nn3ySMWPGcP755zNkyBCuvPJKJk2axKOPPsr+/ftdW/byQVSCfUZBfK2/PrFn1w7//9u1axcej4euXQOlotba8N/vN998g8/no7S0NFxV1ZrH4yEtLY19+/bh9/vDCbobErnBGRy8B3RaalzM+3So9KgkruGAEmynpaal0K0wci/sHSoTlxhSgi0xtWdPoMwmNTXwBhLqrOr1esMXMH369OH3v/89v/nNbzjttNOoqKhg7ty5vPtuYMbMWktTUxM5OTm89NJLrF+/npNPPtmdH0ja9HHVn2n07w8/T/Vk8YOuN7sYUcfasGEDr732Gr179+aFF15g/vz5DBgwgN27d1NWVsann36Kx+M5KCnweDwRxz5w0MV6PFqx80Ma/C29Irul5TIo76Tv+Ar31Pka+NfOiogxp8rDQzcUL7gg0ObD5wvMxtXW1lJWVsaECRNYvXo1eXl5ZGRk9fq6MQAAE41JREFUsG3bNpYuXcrkyZMZMGBA+JznpOqGBiqqWhJaAwwqLHQ8jtbcaHBWV1dHbm4umZmZ7Nu3D2NM+O+3qamJ008/nWHDAivXWt84Cf39bt0aaPNSUNDxlRLf5dv9kSXieQlXIn7szWBnRCXY6iLujsLjI9dh7/haCbbEjhJsianc3MAdwdDFR+utS0IXMKGyyOuvv56ysjJKS0v59NNPuemmm1i/fj3GGFJTU8MXq0qu48vehi8p3/dSxNhpedeTmdL2+tNk8OCDDwIwYcIEAM4//3x++ctfkpeXx8qVKxk5ciQLFy5sdya79cV7IpTQL41qbjaq4Gy8Jj7fLlZUltPgb7lA7ZWZyyk5zszILlmyBIARI0ZEjD/zzDPMmDEDCFTtPPbYY1RUVLB69WruueceiouL2bJlC7/97W+pqnL2ou7jHdsj9ps+Ib8rXdIzHI0hWnml81t0ZWdnM2DAAPx+P5s3bw6PW2vp27cvH330Ubjsv60tuNavDzTVGzp0aIfH+l2iE+zczomVYB80g30MrMGOnsE+oBlsVxQcF3me2b55dzuvFDl88XnFJAkr1Fl57ty5vPDCC23O1rUuuRs+fDhLly5l4MCBfPXVV/z1r38Nv86trqzSPmst7++ajaVlRqdzahEn517tYlQda9euXTz55JNkZWVxyy23hMfHjx/P888/z8CBA6mqqmL27NmsXbu2zZnsRLKpZhsVNV+HnxsMowvOdjGi77bsm8ju4aN6nerI73/Xrl1s2LCBPn36hM97aWlpADzxxBNUVlYyffp05s6dy9ixYykqKuLss8/moYceYsqUKWRnZ/P666/z5ptvAs5VNnywfVvE8zNcXn8Nbc1gd3yCXVhYyNSpU5kyZUpEg7LQuszQDd5ooc+/8cYbAJx5pruN/6LXYOcl+BrstGNgBvugBLu+sZ1XSkcqLIlKsL9Sgi2xowRbYuqaa64J7wn69NNPh7u0ti6xg5ZZvObmZvr27cuNN94IwPPPP8/OnTuR+BTYluv9iLEh3Sbh9aS5FFHHKysrAwIzkQUFBREz1BdeeCH33nsvubm5rFy5kksuuYSFCxeGuw0nQjl4tKU7IncyHJTXnx4Z8VmdUOdrbKM83JntuUKJ8cUXXwy0lIdv3LiR999/n6KiIu67776I2c/Q8TBp0iQuuugiACoqAvE7dVMmusGZ2wl2Q5OPzVV7I8ZO6NHxCXZKSgrDhg1j/PjxB5V5G2PavMEbeh9bsGAB8+fPZ+DAgZxzjru9CQ6awU6wEnFfU+S1QcoxmGA3HGhKyPeKRNcrKsH+ZvOudl4pcviUYEvMjRs3Dq/XyyuvvMItt9xCRUVFuJlPdKIduvi88sor6d27N1999VV4HbfEl2Z/I/+7+48RYwWZgynOSt7u7k1NTcyePRuA2267DTh4T+Orr76aF198kYEDB1JZWcmsWbP47LPPEnIm+0BzI8srI/c1Hx3Hzc1W7izngL+lvLIwM4eBub0d+d6LFi0CoL6+ns2bN9PUFIhjw4YNAOEt3Fqf81p3rb3iiisAWLt2rSPxAjT7/XyyY0fEmNsJ9pe799DcKrnoldOFzhnpjnzvw01qQu9j69ato7GxkWuuuYYTTzyxI0L73g5ag51oJeK+yBLx1JTkvyz1ej0HbdWlRmfO61US2evhG5WISwwl/5lMHHf11VezYMECcnNzWbVqFYMHD2bhwoUAEV1zQ42fmpub6datG9nZ2RQUFJCe7szFlRyez79dwP6mreHnBg9Du9+VcEnk4Zg7dy61tbWMGzeOk046KbxHe0joAv2CCy7g3nvvpXv37qxatYqRI0eyaNGidtdkx6t/7f6Y2uaWC/ac1GzO7jrQxYi+20Hl4YXOlIcDrFixAoB58+ZRWlrKaaedxsSJE5k3bx4AZ58dKKuPjieUcGdmBhKh7OxsR+IFKK/aTU1TSzlqfkYmfXLzHPv+bdngwvrrkCM9Vu6//36qq6v51a9+RUaGu+vX9+6P3qYrsRJsX1SCnZKS/DPYABkZkVVfKhN3XnSJ+I6vd9McdTyKHCkl2NIhfvKTnzBv3jyGDBlCTU0NY8eOZeLEiVRWVoaTDWMMzc3NeL1eli9fzhdffEF+fj45OTkuRy/R6n1VfLJnXsTYiTmXk5fe152AHDJ48GB+/OMfc8cddwDtL3WAwI2l5557LtxdfObMmXzyyScJNZO9dHtkefjInkNJ9cRnL4Q6XyMrd5ZHjDlVHu7z+Xj22WeZMWMGV111Fccffzxffvkljz/+ePhmYklJCdB2gyyA1asDv+vW+yx3tIO25yrs5fqx6cb666Pl8/kOOhe4ZV/UDHZOgiXY0U3OjoUu4gCZnSIT7Po6JdhOy+qcSW63li32mn1+KreqglJiQwm2dJhLL72UWbNmce211wLw+OOPc+655zJz5kyWLVtGU1MT1dXVrFmzJtyd+e677yY/Pz7Xex7LPqx6DJ9tmSlJ83RO6m25Qs455xxefvnl8DrL9pKl0E2jkSNHct9991FQUMDq1asZPXo0L774YtxcjH+XLXWVrK/eFDEWz3tfr9pZwYHmlrLKnhldGJjnTHl4SkoKo0aN4vbbb+dPf/oTr7/+OosXL2batGn88Ic/pFevXnzyySdtfm3oGApt8XXhhRc6EjPE3/prgPKD9sCO/wQ7JSXFtT3MW2v2+9lf1xAxlpOdWAm2zxe1BvtYmcGOTrA1g+2KotKoMvH/0zpsiY34nJqQpODxeDjnnHMoKSnhzDPPZM6cOZSXlzNlyhS6detGRkYGaWlp7Nixg7q6On7+859z3XXXuR22RNl14DM2Vr8aMfaDrjeR4c11KSLnhCosDqX1LODYsWPJzc3l7rvvZv369cyYMYOSkhJHZyqPRPTs9YCcvvTu1LOdV7vvje0Hl4d7HN5KLCUlhZycHHJycujfvz+XXHIJ3377Ldu2baNz58DMSPSafYC33nqL8vJyzjjjDEfX8MZjgl2xMyrBdqDB2dGoq6ujtraWLl26uL6cqbrmAK1Xn3TulE6K1/3E/3D4mqNKxBMs/iOVmRmVYNcqwXZDUZ8erF/TcmN526ZdDBnxHV8g8j0dG2cycVVhYSGTJk3izTffZMqUKfTr14/09HS2bt3Kpk2b6N27N7/+9a955JFH3A5VoljrZ82u/4oYy0nrQ/+cn7gUkbO+T3LdWmgme9SoUdx///0UFxfz3nvvsXTp0o4IL2aa/E28VbkmYuyignNdiubQ6n2NvF0ZWR4+utepLkXTIi0tjR49ejBo0CD69esHRO6YAPDhhx9SVlaGMYaf/vSnjsW2q66Wr6v3hZ+neDyc1tPdGyh7auvYVdOqMsbrpaSru2vC2xP6/3vttde4+eabufPOO1m2bJmrMUU3OEu08nA4dmewM7NUIh4Pomewt26qdCkSSTaawRZHeL1eevfuzQMPPMAtt9xCbW0tmzZtoqSkhOLiYpWFx6lN+5ey+0DkTOHQbnfiMTp1tKX1TOXll19OZmYmkydP5tZbb3UxqkNbvXst1b7a8PPslE6c1+10FyP6bqt2VlDf3HJB2jOjC6c5VB5+pEI3a5577jleffVVhg0bFu407oSPomavT+neg4yU1HZe7Yzo9df9uneN2xlMv9+P1+vlmWee4e9//zsAgwYNcjWmb2uituhKwAS7OSrB9h4DXcQBOnWKrH6ojyr1F2cUlfaIeL71S20TK7Ghq2RxXGlpKQADB7Z0J26rjFLcZa2lfN/fI8aKs35Er6yhLkWUeEaPHs3LL79MXl58zsqFRM9eX9DjTNK98bu3eTyUhx+phx9+mHvuuYeamprwLLcT2mpw5rbo9dcn9OzqUiQBoV4JxpiD3o9SUwM3IwYNGsTGjRtZv369o/9/bYlucJabYOuv4RguEY9ag11XqwTbDcX9Iqt4tmzUDLbEhkmU7WPihTGmKjMzM//kk092OxQRB1jqm/dQ79sDWHLT+uAx7s56Sez5rZ/9vjqqm2pp8DdyXKcC0jzx+//ss372Nx2guqmeOl8jJdldyYzjGwKtuXUzscHno6apkbqmJuqamijIziYn3d0tphp8PmoaGmlo8nHA5yM3M5P8rPhLEuP1BnBDo4/q2gP4/RZfs5/M9FTyczq5HdZhqdpTQ7PPjyXwe+7erTPeYyDJ3re3jvr6BjweDx6PIbtzJhmZ8XvOTVbWWrZUVJKankJaeiqp6Sl0yctyOyyJE59//jn19fV7rLWHffdXCfZhMsb8H9AF2OxyKLFyUvDxC1ejkGSn40ycoONMnKDjTJyg40ycomOtbSVAtbW2z+F+oRLsY5wx5gMAa+1gt2OR5KXjTJyg40ycoONMnKDjTJyiYy32kr8OR0RERERERMQBSrBFREREREREYkAJtoiIiIiIiEgMKMEWERERERERiQEl2CIiIiIiIiIxoC7iIiIiIiIiIjGgGWwRERERERGRGFCCLSIiIiIiIhIDSrBFREREREREYkAJtoiIiIiIiEgMKMEWERERERERiQEl2CIiIiIiIiIxoARbREREREREJAaUYEuYMabYGPPfxpj3jDE7jDENxphvjDErjTE3GmNS3Y5REp8x5gRjzFRjzD+MMVuMMY3GmEpjzN+MMSPcjk+SgzEm1RhzpzHmSWPMx8HjzBpjbnI7NklMxpjexpgngu+LDcaYzcaYMmNMntuxSXIwxlxljPlj8LqrOnjOesbtuCS5GGO6GmNuMsYsNsZsNMbUG2P2GWNWGWMmGGOUHx4lY611OwaJE8aY4cDfgPeATcAeoCtwCVAM/BMYZa31uRSiJAFjzF+BccBnwCoCx1l/4DLAC9xprZ3tXoSSDIwxucDe4NNKoJHAeexma+2fXQtMEpIxpi+wGuhB4H3yC2AoMALYAJxnra1yL0JJBsaYj4HTgRpgK3AS8Ky1dryrgUlSMcZMBOYA24HlwNdAT+BKIAdYCIy1ShKPmBJsCTPGpAE+a60/ajwVWAYMB8ZZaxe4EJ4kCWPMDcAn1tqPosaHAW8AFiix1m53ITxJEsHz2UjgY2vtdmPMfwL/gRJsOQLGmKXAaOAOa+0fW43PBP4dmGutnehWfJIcglVcW4GNwDACyY8SbIkpY8wFQBbwautrfmNMAbCGwM3oq6y1C10KMeGpBEDCrLWN0cl1cLwJeCn49ARno5JkY62dF51cB8dXEKiSSAPOdTouSS7B89lrulEjR8sYU0ogud4MPBr16f8AaoHrjDFZDocmScZau9xaW6GZQ+lI1tp/WGtfjr7mt9buAB4LPh3ueGBJRAm2HJIxxgv8W/DpWjdjkaTXFHzUMgQRiRcXBB+XtXFBuh/4F9AJONvpwEREYkzXYTGQ4nYAEn+MMd2ASYABugOjgH7Ac8ArLoYmScwYczyBkt464G2XwxERCekffCxv5/MVBGa4TwTeciQiEZEYM8akAD8LPn3dzVgSnRJsaUs3AmVvIRZ4GJimsiXpCMaYdOBZIB34pbV27yG+RETEKTnBx33tfD40nutALCIiHeUPwABgibV2qdvBJDKViCeZ4LYh9jA+Dtr+wVr7hbXWELgBczyBBi6/AN42xuQ7/CNJHIrFcdbq3/ICTwPnAc8TuJkjEtPjTKQDmeCjbkCLSEIyxtwB3ENgh4TrXA4n4WkGO/l8CRw4jNd/094nrLXNBFr3zzLGVALzgd8SKB+XY1tMjrNgcv0MMBZYAIxXlYS0ErPzmchRCM1Q57Tz+S5RrxMRSRjGmNuAWQS2Tx1prd3jckgJTwl2krHWjuygf/q14OPwDvr3JYHE4jgLrvV5jkBy/Rzws+BNHRGgQ89nIodjQ/DxxHY+H9pdo7012iIicckYcxfwX8CnBJLrnS6HlBRUIi7fV1HwUV0F5agF9yh+kUBy/RRwnZJrEYlTy4OPo40xEddNxpjOBJa31APvOh2YiMiRMsZMJZBcfwyMUHIdO0qwJcwYc5YxplMb49kESkcAXnU2Kkk2wYZmi4HLgf8Bbmxr/3URkXhgrf0SWAaUALdFfXo6kAU8Za2tdTg0EZEjYoy5j0BTsw8IzFzvdjmkpGK03FFCjDEvESgBX0Fg7XUdUAxcQqA76mrgImttjVsxSuIzxjwJ3ADsBv6bthsD/dNa+08Hw5IkZIz5FXBS8OkPgNMJnMcqgmOrrLV/diM2SSzGmL4Ejp0ewN+Az4GzgBEESsPPtdZWuRehJANjzBXAFcGnBcBFwCZgZXBst7V2shuxSfIwxlwPzAOagT/Sdv+IzdbaeQ6GlVS0Blta+xNQC5xJINHuBOwlcHdrAfCEtVYl4nK0+gQfuwG/+Y7X/bPjQ5EkdzEwLGrs3OBHiBJsOSRr7ZfGmCEEGn1eDPwbsB2YDUxXUyCJkR8A10eNlQY/AL4ClGDL0Qpdh3mBu9p5zQoCSbgcAc1gi4iIiIiIiMSA1mCLiIiIiIiIxIASbBEREREREZEYUIItIiIiIiIiEgNKsEVERERERERiQAm2iIiIiIiISAwowRYRERERERGJASXYIiIiIiIiIjGgBFtEREREREQkBpRgi4iIiIiIiMSAEmwRERERERGRGFCCLSIiIiIiIhIDSrBFREREREREYkAJtoiIiIiIiEgMKMEWERERERERiQEl2CIiIiIiIiIxoARbREREREREJAaUYIuIiIiIiIjEwP8DugcljfFv9/cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 492
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "levels = np.linspace(0, 1, 15)\n",
    "labs = plt.contour(*D[1:], p, linewidths=2, levels=levels)\n",
    "plt.clabel(labs, fontsize=12, colors=\"black\")\n",
    "plt.scatter(*X.T, c=colors, alpha=0.8);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "L = lower_bound(mN, m0, SN, S0, epsilon)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Updating $\\varepsilon$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$$\n",
    "    {\\boldsymbol \\varepsilon}^{(new)}_n = \\left({\\boldsymbol \\phi}_n^T ({\\bf S}_N + {\\bf m}_N{\\bf m}_N^T) {\\boldsymbol \\phi}_n\\right)^{1/2}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "L_hist = [L]\n",
    "\n",
    "convergence = False\n",
    "while not convergence:\n",
    "    epsilon = np.sqrt(np.diag(Phi @ (SN + mN @ mN.T) @ Phi.T))\n",
    "    SN = inv(S0 + 2 * (lambdaf(epsilon)[:, np.newaxis] * Phi).T @ Phi)\n",
    "    mN = SN @ (S0 @ m0 + (Phi.T * (y - 1/2)[None, :]).sum(axis=1, keepdims=True))\n",
    "    L = lower_bound(mN, m0, SN, S0, epsilon)\n",
    "    if abs(L / L_hist[-1] - 1) < 1e-5:\n",
    "        convergence = True\n",
    "    L_hist.append(L)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = predictive_density(D, mN, SN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a202f9d50>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9gAAAHwCAYAAABdSscDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeVhUZfvHP2c2hh1BVBQEdxFXcEtzTc1d0yyX3Hqrt0Wzsmz3VdtezUwzyxZTf5qZuWtulaZZ7htIiituLK4gO8zM+f3BOwNnQBjkjEg8n+vysudhzjk3w8Hme+77/t6SLMsIBAKBQCAQCAQCgUAgKB2asg5AIBAIBAKBQCAQCASCfwJCYAsEAoFAIBAIBAKBQKACQmALBAKBQCAQCAQCgUCgAkJgCwQCgUAgEAgEAoFAoAJCYAsEAoFAIBAIBAKBQKACQmALBAKBQCAQCAQCgUCgAkJgCwQCgUAgEAgEAoFAoAJCYAsEAoFAIBAIBAKBQKACQmALBAKBQCAQCAQCgUCgAkJgCwQCgUAgEAgEAoFAoAJCYAsEAoFAIBAIBAKBQKACQmALBAKBQCAQCAQCgUCgArqyDqC8IUnSecALiC3jUAQCgUAgEAgEAoFAoD4hwG1ZlmuV9EAhsEuOl6urq29oaKhvWQciEAgEAsfJMp3HYkm1rQ26mmg13mUYUemRZRlZlgGQJAlJkso4IjDJJhIyL9nWOklLNWNNp10vw5zFlYyrtrVR40KgWxXVzp9jMXM6JdG21koaGnhVK/a4+Ph44uPjcXd3p3Llyvj4+KDVahU/L2eQkp3FhaQk29rDYCDEp1Kxx+Xk5HDlyhVSUlLIyckBwMXFBT8/PypXroxOp0OW5TvGXdTXiuNachrXb6flLiSo7OmGv7fHXZ3rTlgsMmcuX8diyX3/DXotgVW8Meid/1H48pVbpGdkA6DVSFTx98LT0+j06zqCxSJz8dw1cnLMAOj1WqpW98HVzVDGkZWenJwc/v77b8xmM4GBgVSpkvfvQmJiInFxcRgMBmrWrImnp6dD93BWVhZnz57FbDYTFhaGRiOKgf+pnDhxgoyMjLs6VgjskhMbGhrqe+jQobKOQyAQCAQl4MrNyVxPXWhbV/MeT1XvCWUYUelp164de/fuBWDXrl08+OCDWCyWMv3QF5cRy6xTr9vWVY2BvNbgE6dd75eEfcw+9b1t3dE/nNdDx6h2/l2JMYzbn3f+ZpWCWPLg08Ue17VrVxISEkhPT+fixYu0a9eO999/n9q1a6sWW2H85/ffWBJ51LZ+okkzpnXpVuQxUVFRTJ06lePHjwMQEBBAWloaKSkpxMfH069fP+bPn++UeE1mCz2nfkul5DTb3ruPP8Sj7Zqqep2lPx9k7vJdtrWPpyvrPn0Ko4te1evYc+DQeV57e4Vib+aHj9EyvMRJMafwxYxNrPtxn22t0Uh89n/PUC+0ehlGpQ4dOnTAYrHw1FNP8c033wBgMpnQ6XQcPnyYxx57jHPnzhEaGsqaNWsc+ndTlmXOnz+Pu7s7VatWdfa3IChDIiIiOHz4cOzdHCseuwgEAoGgQuCir6tYZ+acKaNI1MPNza3AXllnsbPMmYq1UePq1Otdy7qpWPu7FJ+tLQmnbicq1vW9HPtQvX//foxGI8OHD8fX15fly5fToUMH/vvf/xIfH69qjFZkWWZn7HnFXqeQ4oXc7NmzWb16NXXr1mXu3LksWrSINWvWMHHiRNzd3fn666+ZNGlSsde+G3b/fZ5r+cS1q0FPr/CGd3WuO5FjMrN862HF3pBuzZ0uri0WmW8W7lTshTcPvm/E9YmoS6xfsV+xN2jEA/8Icf3GG2/w559/8sADDzB37lwAzGYzOl1ubjE8PJzp06ej1+vZsGEDn376KRaLBYvFUuR5JUmidu3aQlwLikRksAUCgUBQITDq6ynWWf8Agf3kk0/SqVMnzGYzNWvmlmGXtcDOtChL6lycLrBvKdZqC+z85eEA9TyL/2B98uRJ0tPTadu2LfPnz2fGjBl89tlnxMfHM336dC5fvszEiROpVStXaKlVdXA+6RYXbyfb1gaNlgcCiy7Pv3btGgsXLsTFxYXVq1fTuHFj29dCQ0Mxm83MnTuX7777joEDB9KuXTtbKa017itXrvDLL7/Qvn176tWrV8TVCrJqT5Ri3SuiAe5GdcuTt+05ybVbee0hLgYdj3Zvruo1CuP3P05y6ozy/nnmyU5Ov64j5OSYmP3eesWDkWo1KjHy313KMCp1SE9PR6/X06FDB+bPn4/RaMRsNqPVaoG8doZu3boxePBgli9fzrp16xgzZgx+fn6lancQCEBksAUCgUBQQbDPYGeZziLLRWcr7neGDx/Ou+++y5QpU2wCu6zJsigz2C5a5wrsq5l2AtuossC2y2DXdSCDvXNnbtayXbt2eHh4MG3aNA4fPsywYcNITk7miy++oEWLFsyZMweTyaRaSf/OC7GKdasaNXDTF52lXbt2LQDDhg2jcePGZGdn274WEBDArFmz6NChAzdv3uTLL78kOzvbJj6s4uyLL77gySefZOXKlSWKNzEpld1/K2Me9ECTEp2jOGRZ5vtNBxV7/Ts1xsfTufelyWTm20W7FHudOzSgYf0Ap17XUX76vz+JPXtVsffiW/0wupb/3ms3NzfeeOMNvv/+e0JDQ7FYLDZxDXkPIb29vXn22WdxdXVl9+7dvPzyy6SnpwtxLSg1QmALBAKBoEKg01RGK+WZmlnkDHLMcWUYUdmQ3xjNGWSZ0xVrF41zzZyu2pWIV3FRz4M0x2IiNvW6Yq++Axns3377DYD27dsDucZItWvXZvbs2Xz++ec0b96ctLQ0Jk+ezPDhw9m5c6fNWKy4EtWi2HXBrjw8uPhS5N9//x2ARx55BEAhRMzmXOOrOXPmUK1aNb7//nt27NgB5N5H1tf++uuvAPTq1atE8a7ddxxLvnuxfvXKNK6pbuntnshYzl6+YVtrJIlhPcNVvUZh/Lwlkrj4PLM5jUbiX6M7Ov26jnD5wnWWfasU/936NCOibZ0yikhdZFnG3d2dwMBAgCIfYHXs2JH33nsPNzc3/vzzT44cOQKU7vdQIBACWyAQCAQVAkmScNErP0Bm5Zwto2jKDme7jdtnsI3agn3iamGRLVyzy2BXUTGDfT71OqZ8VQ5VjV54GYrPfO7evRuAVq1aAWAw5GYF/f39ef7555k7dy4dOnQgJSWFlStXMm7cOFatWgXkiYGSPgTJNOWw9/JlxV7nYvqv09LSuH79OjqdjqCgIEApsLVaLSaTiSZNmvDkk08Cuf3aqamptnsoKiqKAwcOEBwcTPPmjpddWywya/dGK/YGPdBE9Xtzyc8HFOuuretRo4qPqtewJyMzm8Xf/6nY69OzGUGBZT+ARpZl5nywgZxsk23P28eNZ15+uAyjUo+7Ke/u0aMH1atX5/z587zzzjukpKQId3BBqRB3j0AgEAgqDPYCO9P0zxDYsiyTlpbGkSNH2LJlC8eOHePGjRsFXnf9+nXOnDlDTEwMiYmJhZyp9GTaZbCdaXKWnJNKjpwnFNy0Rjx06gl6+/Lweg6Uh8fHx5OQkEBoaKgtg2ZfUt2+fXu2b9/O0qVLad68OdHR0QwfPpzu3bvbMsolFQl7L18my5z3XlT39KROpaIFXVZWFkajEa1WS1xc4dUcVlOoUaNGUb9+fbZu3cqGDRtsX1+3bh0AQ4cOLVG8e2IuEHfztm3totfSp6W65mYnziVw+ITyocMTvVuqeo3CWLnmIDdv5Rm3ubjoGD2indOv6whb1x0m8lCsYu/Zib3wruReNgGpzN08oGncuDFz586lUqVK7Ny5ky+++AKz2Wyr4BAISooQ2AKBQCCoMLjo/pkZ7G+//ZbatWsTERFB7969adGiBS1btmT9+vW212zdupWRI0cSERFBmzZtGDt2LJs3b1a9FLKAyZkTe7Dt+6+rGNXNEN6Ng/gff/wBQNu2bQEUH9KtH/6t7/mQIUP49NNPGTRoEF5eXmzfvp1XX32VL7/8kqtXr1ISdhZSHl6U2JBlGV/f3PcrKyvLJv7vdD/Ur1+fUaNGAbn3W0pKCoAt8z5ixIgSxbtm73HFunvz+ni5qdtOsNSu9zoiNIjQ2sXPMC8Nt1MyWP7TPsXe4AEtqezn6dTrOsKtG6l8M3ubYi/igbp06aVu3/u95saNGxw8eJCZM2eyYMECFi9eTFJSEmlpeQ85ivp3TpZl2rRpQ48ePQBYvXo1t27dUlRzCAQlQbiICwQCgaDCYNQrZxBn5Zwro0hKj7UU8qOPPuKdd96x9R0aDAb0ej1Xrlxh6NChbNmyhezsbB599FHS0tLw9vbGbDazZcsWtm/fzo8//siAAQNUiyvLrBTYRmcK7AL912qP6EpQrOt5Fi/ODh06BOQJ7MKwlp/q9Xo6depEp06dmDNnDh988AGHDx+2/bHO7nUEe4OzzsX0X1vF9wsvvEDt2rVxdXVVxJYf6702atQoli1bxo4dO9i2bRstW7bk2LFjhISEKNzHi+NGSjo7opQPtwY/4PjxjnDlahLb959W7D3Rx/nZ6++X7yUtPc8oztPDyLDH2jj9uo4w/5PNpKbktXC4uOh58c2+5drU68yZM0ycOJGdO3dy+3ZeRUTDhg3p2bMnPXr0oGfPnmg0GoWTeH4kScLHx4dXXnmFrVu3cuDAAZ555hkWLlyIt7d3gdcLBMUhBLZAIBAIKgwFerDLcYm4JElER0ezdu1aZFmmZcuWjB8/3ja2a8OGDbz77rssXLiQ8+fPk5aWxsMPP0zfvn3Jzs5mzZo17N69m6+//poWLVqo5kKeUaBE3Hk92Fcz7QS2yhls+xFdjmSwO3XqhNFopG/fvkDRBkuA7UP/hAkT6NOnD/Pnz2fWrFklmpV9ISmJ2KS8bL5eo+GBIMd+nj169KBHjx5FZvgkScJsNhMYGMhzzz3H+PHjWbx4MVu2bAFyHchLwob9f2My510vpEolWtSuUaJzFMfyLYcVBmp1Av14oGmIqtew5+q126xef0ixN/zxtnh6ONfozxH27z7F71uVVQMjn+1CtRrqPpS6l2RmZjJkyBCOHTtGkyZNqFmzJlqtlsOHD3Py5ElOnz7N6tWrGTp0KFOnTsXFxeWOI/FkWaZVq1ZMnz6df//735w/fx59MQ78AsGdEAJbIBAIBBUGgy6Y3O6o3A/3OeZ4zJZ0tE4Ugc5kz549HDlyhKZNm7Jw4ULCwsJsLuEvvvgitWrV4oUXXuDy5cv07NmThQsXUrVqrkjs06cPw4cPZ8uWLURHR6smsLMs9hlsJwpsuxnYajqIJ2WnczUzxbbWSVpCPCoXe1zv3r3p3bu3bV1cdjB/Rq1u3bq8+eabSJJEeLjjTtf25eEtq9fAw+DYuCWrwC/uQYA1zsGDB7NgwQI2btyIp2du2XNJ+q9lWWa1XXm42uZmySkZrN+pvMaI3i2dnqldtPRPcnLyWgIqV/ZgUH/nO5YXR2ZGNp//92fFXt0GAQwafucqi/LA+PHjOXbsGN27d2fFihW26py0tDSmT5/O+vXriYmJYcaMGRw+fJh58+bZ5rTbm6FZ/7tdu3YEBgYyffp03NzK5/8XBGWP6MEWCAQCQYVBI7lg0AUp9rJN5+/w6vufuLg4TCYTjz/+OGFhYVgsFiRJQqPRIMsyffv25aGHHgJyRyhVrVqVnJwcsrOzqV+/Ph07dkSW5RL3+xbFvTQ5K5jBVi8bZ29wVtuzMnpN8T2ZpR2B5ufnx8cff1yirLB9ebgj47kgN9aSuiVXq1aN559/HoCUlBRq1apFkyaO9/AeOnuFC1fzHozotBr6tQ4tUQzFsfK3Y2Tmc8n2r+ROjwfUNVCz58KlG2z5JUqxN2bEg7i4lH0WdPGX20m0Gxn20rv90erKb4/x0aNH2bx5Mz4+Pnz33Xd4e3tjsViQZRkvLy8++OADPvvsM0aOHIm/vz+//vorgwcPLtZEMCwsjKioKFs/tkBwN9wXAluSJD9Jkp6SJGmNJElnJEnKkCQpWZKk3ZIk/UuSJIfjlCQpVpIk+Q5/Eoo/g0AgEAj+ydgbnWWWY6OzzMzcfko/Pz9AKe6sYrtSpVzRmb/H1iqqrP2F+c2ASh2T+R6anNn1YPurmMEuYHDmQP813J2LcX5kWS6Re3GWycSeyxcVex2DQ4o8JjU1FVCObCvJfPRHH32UPn36APDYY485HCvA6j1KEdq1SR18PdTLFGZlm/jpl6OKvccfDkfvZDG5YPEuLJa89y+ohi89e5S9edjpE3Gs/WGvYm/gsLbUC61eRhGpx/Xr16lVqxZ+fn6YzWY0Gg06nc7W7tClSxcmT57MuHHjqFu3LsePH+f1119n+/btdzynLMui71pQau6XEvEhwJdAPLADuAhUBQYB3wK9JEkaIjv+WDgZmF3IfqoKsQoEAoGgHOOir0U+nx+yTeXX6MzdPXe0TlJSbnYqv7izlvSmp+dmlG/ezBOj1tdZhZaavYaZFrsMtjNLxJ3Yg30qRflMvq5XFVXOW9ycXkmSSuRevP/KZTJNednaAA8PGvgVXco+bdo03N3dadeuHY0aNaJGjRqKmKwft+zjtPav+vj4sGjRIlauXGkT2o5wOz2TX48pjcceeUBdEbpp99/cup13D7oZDTzSpamq17Dn5Kl4du0+pdj715gO6LRlm8cym8zMfn+9QvhXqebNqGe7lGFU6pCenk52djYZGbkP9LRare3+zF+VERwczIQJE/Dy8mLOnDkcOnSIJUuW0KpVKzw9Pe9YKi4QlIb7RWCfAvoDP8uybHO9kCTpLWA/MJhcsb3KwfMlybI8Re0gBQKBQFD+cdEpncQzy7GTeLVquVnVPXv2kJCQYFtbOXz4MMeOHQNg9+7dDBo0iLp16wIQHR3NX3/9hVartWXA1cC+RNzVSQI71ZROujnvSYle0uGj91Dt/PYl4vW9is9gL1myhLZt29r6PPNj/SCv9gf43+36rzsWM57r4sWLzJw5E6PRSFBQEM2aNSMiIoLw8HDCwsKoXr26YpyYRqPh6NGjBAUF4efnZ/s+/Pz8+Pe//12iWH8+eJKsfD3K1X29aFtfnd7/3Hhllm1WmowN7NIEDzcX1a5RGF9/t1Oxrl+vGp0ebODUazrCuh/3ceak0ixv/Jt9cXXy++FsZFkmMDAQDw8PTp48yZdffsnLL798R/MyLy8vJkyYQE5ODpMmTWLx4sWEhoYyadIkIagFTuG+ENiyLBdaqyHLcoIkSfOBD4DOOC6wBQKBQCAoFBe7UV3luQc7LCyMpk2bsm7dOoKCgpg8eTJubm7IskxiYiJTp04lMjKSbt26ceDAAcaNG8ebb75JdnY2n3/+OXv27KFLly4lMtQqCotsIcuSqdhzcVIPdmEzsDWOd5QViVm2cCZF2ZdenIP4gQMHGD16NG3atGHPnj2FZsauXLnC1atXMZlMWCwWqlatSlBQUKnm7e4qYf/12rVrAdDpdJw+fZrTp0+zceNGateuTePGjYmIiKBFixY0atSI6tVzy4j79u1LXFwcBw4cICIiArhzlvtOyLJcoDz8kbaN0WjUEzh/HDnLxYS8+0Kr1TD0YeeajB06EsvhoxcUe8+M7Vjmwu1qfBKLv9yh2OvYPYzWD9Yvo4jUQ5IkatasyfPPP8+MGTNYunQpzZs3p3PnzgXed0mSbA+KXn31VVJSUnjvvfdYtmwZY8eOxd/fv4y+C8E/mftCYBdDzv/+NhX5KiUukiQ9AdQE0oBIYJcsyw43NUmSdOgOX3KuS4ZAIBAInIqLTilAssqxwG7bti0DBw4kMjKSzz//nMWLF9O8eXPMZjMHDx4kOzubgQMH8vbbb7Nw4UK++OILtm3bZjvew8ODUaNGERISUmzpsiPYZ69dNK6qiV57EjNvKNZqzsC+lHaTTHOObe2jd8PfxbPIY/bs2QNAt27dgFx3bp0u92NWcnIyP/zwA4sWLWL//v0AhISEEBoaSvfu3Rk7dize3t4l/hlcvp3M2Vt5ZfI6jYZ2xYznql69OpUqVSInJ4cxY8YQFxfHzp07+fvvv/n777/ZsGEDtWvXJiwsjLZt2+Ll5UVcXByenp42cW2lJLFGX0zkVNx121ojSQxoE+bw8Y7w/SblR7fubRtQ1a/on1tpkGWZbxbuUuyFNw8mokWI067pCLIsM2/GJjIz8uZxu3sYeXZirzKMSj2sgrlfv36sWrWKI0eOMG/ePGrUqEH9+gUfIGg0GtsxQ4cOZeHChURFRRETEyMEtsAp3NcCW5IkHTDqf8stJTi0GrDEbu+8JEljZVneWdgBAoFAIKgY6LUBSJILspwFgNmSjMl8C522fM6DffXVV0lKSuLzzz8nJyeH3bt328x+WrZsyYQJE4iIiKBKlSrIssz27dvR6XS4u7vz3HPPMXr0aECd3sN72X99zX5El1G9Mnd7g7N6XlWLfX+sDy7at28P5GV4MzMzmTp1KrNn51rDVK5cmevXrxMbG0tsbCybN29m0aJFLF++nIYNS/YM//dY5cOh8GrV8XIpuvz30UcfJTExkfHjx+Pu7s7PP//MpUuXWLNmDRs2bGDv3r1ER0cTHR2tGMXVsGFDjh07hp+fH4GBgSW+X+xHc7UPDaGqj3ol/VFn4jh26opib0SvlqqdvzD++PMUJ08pS7Cfvg+y17u3n2DvrhjF3r9e7Iafv/MeNtxLrKXg7du3591332XMmDGsXr2amzdvMmfOnEJd7a3H1KtXj5CQEC5fvkxycvI9jVtQcbivBTbwX6AxsEmW5a0OHrMQ+AOIBlKA2sA44BlgsyRJD8iyfKy4k8iyHFHY/v8y22U/1FAgEAgEd4UkaXDRhZCZk/cBNMt0vtwKbA8PD2bPns3YsWP56aefuHjxIq6urrRt25bBgwfj5eWFyWQiKCiIefPmkZmZydWrV1Wbe52fe9V/DYVksFUd0aU0OCuuPBxyM9hardaW5bWKrM8++4xFixYB8NRTT9GvXz8iIiI4d+4c69atY/ny5URGRvKf//yHr776Ch8fH4fjtC8PL8493Johf+GFF0hISOCDDz4gNTWVhQsX8vLLL/Pyyy9z9uxZNm7cyNq1a9m3bx+JiYloNBoiIyMZM2YMjRs3pm7duowaNYpatRwbB5aelcOWQ0rBN7iduuZmy+yy160bB1M/2HnZSbPZwoL/+0Ox16FdfUIblK07d1pKJl9+vEmxF9asJr0eKfRjbbnFei+PGjUKg8HAs88+y++//07fvn2ZO3cuPXv2xPC/WfBWV3Hrg0ez2YyPj49twoJAoDb3rcCWJOlFYCJwEhjp6HGyLE+12zoOPCtJUur/zjcFeESlMAUCgUBQDjEUIrDdXcr3s9NmzZrRrFmzQr9mLVWWZRmj0WgT19aySbXIKDAD25kCW+kgXtWJI7oaFGNwdv78eW7dukXz5s3x9/dHlmV0Oh2yLLNgwQKSkpJ4//33eeutt2zHVK9enQceeAB/f38++OADfvrpJ1544QU6duzoUIzZZjN/2Y3n6hxStODNn1mdMGECMTExLF68mGrVqjF58mRcXV2pU6cOEyZMYMKECWzatIm+ffva7pFjx47ZTPOslQ+OsO3IKdKy8sqVK3u50aGRY+LcES4nJvH7wTOKvRG9nSsot/0WzYWLeQ95NBqJf43u4NRrOsLCL37jxrUU21qr1fDi2/1U/T2/H5AkySayhw4diru7O2+//TbHjx9n4MCBvP766wwYMIBmzZrZRhQCfPvtt+zZs4ewsLBCzQgFAjW4L3/bJEl6AZgD/A10kWX5ZjGHOML8//3t2P+5BAKBQPCPxb4POzun/PZhF0ZhUy2texaLxfbHagCkFvYZbKeO6LKbgV1VzRLxlIIl4kWxe/duAB588EEgbzTakSNHOH36NE2aNOGtt95SzLeWZRmtVsukSZNo2TK3lPno0aM4yoG4y6Tn5PWJV3F3J7Sy4xnbypUrM2vWLBo2bMhnn33G+vXrARSjj6Kick3JnnrqKRITE5kxYwYRERE0atSIkJAQh6+1Zq/S3Kx/6zBVR1j9sOUQlnz3fN2gyrRpHKza+e3JzjaxaOluxV73rmGEBBc9Hs3ZnIy6zMafDij2hoxuT0gddUbM3W/kf2DUu3dvvvvuOwYNGgTA9OnTeeGFF3jqqadslSIffvghzzzzjO3rov9a4Czuuwy2JEkvAZ+Sm3l+SJblq8Uc4ijW87irdD6BQCAQlFNc9CGKdZYptkziUANZlsnJybGVP0Lh/dTWvcJcdtXi3paIO2cGdmpOJlfS8/q7NUjU8SxaoGzfnjsMpVGjRkDefPLIyEgg98M/KB985Hc3HjZsGDt27LC93hEKKw8vyc/SYrEQGBjI6tWr6dWrFyNHjiQwMNDWQw6wdOlSAB577DG8vLx49dVXefXVV7lx48adTluAswk3OHpe2af8SNvGDh9fHMmpGWzcFa3YG9G7pVP7oDduPkbi1du2tU6nYcwTDzrteo5gyjEz58MNinssINCX4f/qVIZR3Tu0Wi0tW7Zk8eLFdOzYkXfeeYfIyEiOHDnCDz/8YHudm5sb7733nu13UiBwBveVwJYk6XVy+66PAt1lWb5ezCEl4YH//V1+B54KBAKBQBUMuhDFurwK7OTkZD777DO+//57JkyYwHPPPVeg7Ds7O5v4+HgyMjKwWCyYzWZMJpPtT0pKCoGBgTZxWBoyzGmKtbMy2OmmDFJNeWJeJ2nxNXipcu7TdtnrEI/KGLX6Io9Zs2YNkGs4t3DhQsLDw+nZs6fNMbxFixYABcp0rWLImtn29XX8IcFOO4OzTjVLVnJtdVZu2LAh06dPZ/To0YwZM4bFixfTrl07oqKiiI6OxsfHh86dOwNgMpnQ6XQlmpu+eo/S3Kxl3UBq+jveZ17s+X+LJDM7b9CMfyUPurd13gzq9Ixslvzwl2Kvf+8WBFTzdto1HeH6tdtkZ+Uo9sa/2RcXY9H37j8Nd3d3XnzxRXr27MnGjRs5fvw4u3btwsvLi44dO/LQQw/Rr1+/sg5T8A/nvhHYkiS9C0wDDgE9iioLlyRJD9QBcmRZPptvPwyItz9WkqRg4PP/LUFMqRAAACAASURBVJeqHbtAIBAIyhcFSsTLqcCOj49n1apVpKam2hyorZk7a3/iyZMnGTJkCKdPn77jeXr27MmmTZvu+HVHybDYZ7CdUzRWIHvtot4MbPv+6+IMzrKyshg0aBAnT57kxIkTHDhwgAMHDvDVV1/ZXhMcnFuufKc+2MOHDwN5Qrw44lJuc+pmvv5fSeLBmiUvibbG89hjj3Hq1CkmT57M5MmT+fnnn20PDR577DEgT1yXhGyTiZ8PnFDsDXpAvex1do6JFb8cUew93qMFet3dzxUvjpVrDnIrKe8+Nxr1PDHsgSKOuDdUq16JL5c/z4pFu1n+3S46dAsjom2dsg5LFcxms8Oz4mVZRpZl6tevz8svv4wkSaSkpNjc8AWCe8F9IbAlSRpNrrg2k+sA/mIhpT2xsiwv+t9/1wBOABeAkHyvGQK8IUnSDuA8uS7idYA+gBHYBMx0yjchEAgEgnKDXlsNCRdk8o3qsiSh06iXWbsX3Lhxg8jISLp06UK7du2AgqXgjRs3ZuTIkUyePJmaNWvaso9Go5G0tDQiIyNVc9O1z2A7q0Q8Mcs55eEAp+wcxIvrv3ZxcWHu3Lncvn2buLg4Tp06xdGjRzl69CjHjh3jxo0b7N+/nzZt2hQ41ioafvnlFwBFeXZR2JeHt6gWgLfR6NCxd+Kdd97h9u3bzJw5k3HjxtnK3keMGAHcXSvBjqiz3ErLsK09XV14qKl6xlJb/jrJzeQ8setm1DOwi7ru5Pm5nZLBj6v2K/YeHdgS30r3R/ehwaDjiWc60/nhxnh4lu5+KEvOnj2LxWLBYDAQHBysENfFzYqXJKnAv4HWlg2B4F5xXwhswJpK0AIv3eE1O4FFxZxnB9AAaEFuSbg7kATsJncu9hK5MOcXgUAgEFQoJEmDQVeTLFNeVjc7JxadS/MyjKrkZGXlPiDw8/PDxcWlQKZHlmU0Go3NLXfUqFFMmzaN9PR03Nzc+PXXX+nRowfZ2dmFnr+kFOzBdlYGW9kDrKbBWYydwC7OQRxyP8C7u7sTEBBAREQEgwYNIjU1lcTERGJjY21mSoWJg+3btxMbG0tERITDo9N+v6AsDy/OPbw4rG0FEydO5MyZMyxYsAAALy8vOnTIdcZ2NIOYnzV7lb3RfVuFYjSo89HTYpFZtlk5mqt/pyZ4ujtPWC7/aT9paVm2taeHkccfbe20690tgWVstna3/PTTT2zYsIFNmzaRnJxMYGAgNWrUYMKECTRq1IiwsDCFd0FxWH/f/mkO6oL7n/tCYMuyPIXc8VmOvj4WKPD4SpblneQKcYFAIBAIisRFF6wQ2FmmC7iVM4FtMuX2nt4pQ2P9gFmlSq5Jl7VM3PqBU6/P7c/Myckp9PiScq/GdBUY0aVSBtsiWzh9W+mtWt8BgW2Pi4sLLi4u+Pn50ahRI5tTu1VcWwVCZGQkM2bMQKvVMmTIEIfOnWM289dF5XiujsGlE9jW+6Fq1apMnZo77fSXX35h2LBhwN2Vh8fdvM3emAuKPTXNzfZGxXL+St6DFq1GYmhP543au3EjlVXrDir2hj3WBk+P8pspvp9Yvnw5I0eOxGw24+XlhZubG7dv3+bChQscPHiQzp07M2DAAJ588klcXFwKfVhlfcBoLQnPP8pLILiX3BcCWyAQCASCe41Bp8wWZpsu3uGV9y8GgwGAtLTc0uw7FWlZ961C2vqB0yqarEK9tBQoEdeVrwz25fRbZJjzsvneeleqGktvnmafQbOu//zzT7Zt20b79u3p27evQ+c6HB9Hak5ejH6uboT5qzeGqUmTJqxevZoDBw4QEBCgiLckrN17nPy3Y1hQVRrUUG8s0veblGK3a+v6BFRWx+iuMJYs30NWVt7viW8ldwb1d+6s7YpCVFQUTzzxBBaLhY8//pju3buj0Wi4evUqCxYs4IcffmDbtm0cPnyYAwcO8O6771KrVu5DJauAtorrK1eu8Pbbb/Poo4/Sp08fIa4FZYIQ2AKBQCCokBj0SlOo8iiwPTw8ALh48SIZGRm4uroqMjZWYXTs2DEAW/+18wR2qmJ9r0zO1MpgxyQry8Pre1V16gf05557jueee47r16873AdvXx7eMTgEjYoxWrPrrVq1su2VVGCbLRbW7lOWhw9sG6ZKfAAxsVc5+Pclxd6IXs4Tu/EJSWzcrJxRPmp4O4wVzKHbGZhMJj766CMsFgtvvvkmEydOVHy9a9euDBgwgC+++IL9+/ezZMkSLl++zJQpU2jXrp3t99PawtCqVSsSEhI4efIkt2/fZvjw4ff8exIIRFOCQCAQCCokLv+ADHblypUJDw8nMjKS+fPnAwXNqI4cOcL8+fNxc3MrMC7KKrCtY6JKi32JuDMEtizLTstg2xuc3U15eEmwPtioXLmywz3OO+0MzjoFh6gak/XeyF8NUVL7mj0nL5CYlPewxajX0btlQ3UCBJZtVmavwxsGElrbeT+rRUv/xGSy2NbVqnrTp2czp12vIqHRaLh8+TJeXl7861//AvJ+L6z/Lj322GN88cUXjBw5kkqVKrF9+3amTp3Krl27CpzP2mqxf/9+GjdWryVBICgJIoMtEAgEggqJfYl4VjkU2IGBgYwYMYKJEyfy4YcfotPpGD16NBaLBUmSiIqK4q233uL06dO0bNmSQYMGAXkiyvr37du3VYnHvkTczQkCO9WUTro507Y2aPRU0qszgifGbkSXIwZnpcH6gMPRPtHE1FROXr9mW0tAh5ohTolNkiTS0tJwd3cvcRZ/zV7l7OseLerjYXRRJa7Emyn8su+UYm+4E7PXFy5e55ftymz8mCfao9c7bxRYReLmzZscPXqUjIwMkpOTgbx/l7Rare13o1GjRkyfPp1q1aoxb948fvvtN2rUqEHz5s3x8vKy+QTMmTOH1q1bk56eTtOmTcvyWxNUYEQGWyAQCAQVEoM2SLHOMcchy+qYfd0rdDodQ4YMoX379ty4cYMJEybg5+dH+/btCQ0NpWPHjuzevZvAwECef/55qlSpYhPfkFtiHhAQQN26dUsdi0W2FHARNzpBYCcUyF77qlbGfS8y2NZs8PXr10lNzc3yOhq/fXl482oBVHJ1LdF1HcVkMvHaa6/x9ddfs2fPHoePv5GSzu9R5xR7j6hYHr5i6xHM5rxscnBAJdo3r63a+e1Z8H9/YLHkfe/BNf3o3lW976ei4+vrS7169TCbzaxfvx5QtiTkNwb08fFh6tSpvPLKK1gsFhYtWsQnn3wC5P5baDUTHDFiBE8//fQ9/k4EgjyEwBYIBAJBhUSjcUWnzW8OZSHbdKXM4rlbAgMDWbFiBX379sVoNGI0Gjlz5gzJycl4e3vTuHFjPv74Y8aMGYPZbEaj0dg+tAYHB7N582bef//9UseRaU5HJk+IuGiMaCX1s3wFysNd1CkPT8nJJC4jybbWShrqeKpnymXFKlSnTp3Kq6++ygcffMCNGzeKOSoX+/nXHUtQHl6YiLdYLAWEs7Us9/vvv2f+/Pm89tprfPnllw4/BNh44AQmS54ADqlSiRa1azgcZ1GkZWSz9vcoxd7QnhFoNM7pkz91OoFdu5XZ8idHdUCrdd7HZ+vPo6JMldVoNAwdOhSAVatW8ccff9zxdVYB/dZbb/HBBx8A8M033xATE2N7jUBwPyBKxAUCgUBQYTFoa2Iy541lyjZfwkUfUnYB3SUBAQGsX7+e48ePs337dq5fv47RaKRJkyY8/PDDGAwGLBZLgT5fg8GgWhllAQdxrYcq57XH3uCsmqtz+q9D3P1w0ZbcxMoqjO4kSDUaDdnZ2cybNw/IHZX2yiuvFHtek8XC7ovKsVed7zCeK3/JuSzLnDhxAo1GYxthVL16dapVq6YQJFZzM+s9cuvWLQDb6x1BlmXW2pWHP9K2sWoVBut3Hic1PW8OtY+nK70fDFXl3IWx4P+UYq9+vWp0bF/fadcDCoyWqghjph566CEaNGjA8ePHmTdvHg0aNKBKlSo2Z3ArGo3GtvfEE0/w008/cfToUfbt20eDBg3K8DsQCJQIgS0QCASCCotBF0R6dp5hUrbpUhGvvv9p3LhxocY+sizfMbtTnCB0lHvRfw0FS8SruKjjIH7Krv+6vvfdlYfbv4/WrFv+9//GjRt07NiRw4cP4+bmhqsDZd5HEuJIyc4Tl75GV5pULTxGSZKwWCwsXryYpUuXcvr0aS5fvky1atWoUaMG3t7e1KlTh/bt29OpUyeCg4ML3B8vvfQSL730Eps3b1Y4ihdFZGw85xLzHoDoNBr6tVJHAJvMFn7celixN/ihZhgNznHyjoq+zL4DylL3f43u4BSxK8syu3btYuPGjSQnJ1OpUiV69epF586d//HiGiA8PJy33nqL0aNHs2LFCm7evMny5cvx9fW1PfixYhXcQUFBtGvXjqNHj3Ly5MmyCl0gKBQhsAUCgUBQYTHolH3Y5dFJ3BGK+pCu1gf49Hs2okspsKu5VlblvDF2GWxHDc5ycnKIi4tDq9Vy8eJFsrKyqFKlCiEhIbi7uxf6YCMgIIDff/8dyDV5coSdsbGK9YPBwXccz3Xr1i1mzpzJRx99BIC3tzdeXl4kJCSQkJD7fW7fvp1ly5ZRv359evToQf/+/WnVqhU6nc7m4qzT6ejVq5dD8QGs3qPMXndsXBs/L3Xug50HzxB/Pc+Mz6DXMribc5y8ZVnm20VKh+omYYG0jii8YqA0JCcn8+GHHzJ37lwyM3PN+1xcXFi7di1vv/02o0aNUv2a9yMjR47EZDIxceJEfv31V8LDw1m5ciUtW7Ys8NrMzEyMRiO+vrkP1/z9c1s5KkK2X1A+EAJbIBAIBBWWggK7fGew7wZrz62jY6LuRLp9BlvnrBJxO4Gt2gzseMW6OIMzi8XChg0bWLVqFZs2bSIpKYkaNWpgMBjQ6/X4+vrSoEEDWrduTZs2bahfvz5ubm5YLBbMZjOSJKHT6WwioTh22hmcdQ6+s7HX8uXL+eijjwgKCmLs2LG0adOGxo0bk5CQwF9//UVkZCQnTpzg3Llztgzg3r17GTduHIMHD7a5m4PjoiUtM5utR5T9ymqZm8myzPd2o7l6tgvFz9s5D3EOHYnlWJTy34KnxnR0inibOnUqs2fPplKlSnTr1o3s7GzOnDnD6dOn+fTTT3n44YepWrWq4hj7rO4/hREjRiDLMh9//DExMTG0bt2aOXPmMGrUKDw8PGyu4kajEYA1a9YA2N4fIa4F9wtCYAsEAoGgwlJQYF8uo0jKhvT0dObOnYuXlxfPPfdc6c5lUmaw3ZzQg22RLQVKxKsZS5/BNssWzqRcVew1LEJgp6Wl8eWXXzJp0iQAfHx8sFgsXLp0Cb1ejyRJxMTE8Ndff7Fy5UpCQ0Pp1asXTz/9NNWrVy+xOLqWlkb0tbz4csdzBd/x9V999RUA8+fPt2WgZVkmKCjIVu597tw59uzZw+bNm9mwYQM7d+5k586djBkzhk8//RRvb+/cazkoWrYeOUVGdp4Lv7+3O+0ahpTk27wjUafjiT6rrDAY5qTRXLIss2Cxsve6VXgIzZoE3eGIu2fXrl3Mnj0bnU7HypUrbSXh69atY+zYsRw7doyTJ0/aBGRiYiJVq1ZVzCr/J4lKg8HAqFGj8Pf3Z+7cufz6669MmDCB7du306tXL9q3b0+DBg24fPkykydPJjo6ms6dOzN8+PCyDl0gUCAEtkAgEAgqLAZdoGKdba5YAjslJYU333wTT0/PUgvsjAIl4uoL7JvZyZhks23trnPFXefYmKqiuJB6gyyLybb2NbhT2Xjn2drff/89H3zwAW5ubgwbNozu3bvTpk0brl+/zunTp4mNjeXUqVO2P/v372f//v18/fXXvPbaa4wbN06RJS6OXRdjFesmVavh5+ZW6GvPnTtHZGQktWvXplevXrZsp7UvG3L7wWvXrk3t2rUZMWIEhw4dYu7cuaxcuZKlS5fStGlTXnrppRIJOPvZ1wPbhKFTyW172ZZDivUDTUOoXUMdczt7/tx7hhMxymqGf43u6JRrvfPOOwDMmjWLLl26kJ2djcFgYMCAAXTp0oU1a9Zw/Phxrly5wldffUVKSgqurq68/vrr9O/fv4Ah2j8BnU5H3759qVevHgsXLuTjjz9m3bp1/PLLL2RlZREaGsqFCxdISUkhKCiIRYsWlXXIAkEBhMAWCAQCQYXFoK1Obj4w1+jLZL6KRc5EIxnLNK6SUJpyUb1ej16vx8fHp9Rx2PdgO8PkLMHeQdyojsg6eVspqIrrv166dCnJycl8/fXXPPXUU7b94OBgIiLyMqtxcXEcO3aMjRs3snr1auLj43nvvffw8vLiySefdDi+nbHK8vBORYznOnHiBDqdjnr16gHYRrOB0mhNlmWb+V1ERATffvstVatW5eOPP+ajjz6iZ8+eNGzY0KH4zibcIDJW+R4OaKNOeXjc1WR2Hjyj2BvupOy1xSKz0M45/MF29WjYIED1a61du5bdu3fTsGFDxo0bB+T+PlrbB6x9xUuXLiUyMpKMjAzc3d1JS0tj4MCBDB8+nM8//1yV3937DUmSaNiwIdOnT+eRRx7ho48+4vLlyxw5coSYmBj0ej1jx47lueeeo2bNmmUdrkBQgH9eA4dAIBAIBA4iSXr0WmV/Y44p/g6vvv9ISUnh8ccfZ+fOnWRlZdnMqRzF2tOYlZVV/IuLoUCJuBN6sAv2X6tjcGY/oqsoB/G0tDR2796Nr68vTz31lGJescViUcyWrl69Or169WLevHlERkYyZswYbt26xRtvvMGxY8ccis1ssbD7knI8V6c7jOcCaN68Od7e3vz+++9ERkai1xfusi1Jkk1wWywWdDod06ZNo1u3bly7do3o6GiH4gNYY2du1qpeEEGV1RF+y7cdxpLvPa4bVJlWYc4RVTt2neDs+Wu2tSTBkyM7qH6d7OxsNm7cCORlsfN7IaSnp7N161YAPDw8+OSTT9izZw9Llixh9OjRSJLEsmXL+PTTT1WP7X6jbdu2rFy5krVr17J3714OHDhAVFQUCxYsKNQATSC4HxACWyAQCAQVGr22/JaJWywWVq1aRZcuXahVqxZvv/02R44cITU11SGxrdVq0Wq1JRbmhVEwg33nEuu7JSHjumKtVgY7JlkpsIvqv46JiQGgbt26QJ4wgtwMsbUcG3KzxFZTM39/f2bPnk2/fv24fv26zUW8OI4lJpD0P3dpAG8XI83uMJ4Lch2VW7RoQVZWFq+88goHDx60lYbnfxiQH41GQ05ODi4uLnTr1g2Aw4cPF/pae3JMZjYePKHYU8vcLCUtkw07leJ9eK8Ip5REm8wWFi35U7HXtVMotWv5q36t+Ph4jh8/Tq1atWjTpg2Q+7to/Tl99tlnXLhwgfDwcFatWsWzzz5LmzZt6NevH9OmTbM5iy9evJj4+PLzQPBu0ev1BAUF0bp1a5o2bUqtWuq7uQsEaiIEtkAgEAgqNAZdDcU623SljCIpOQaDgbp162I0Grl+/Toff/wxERERtGvXjtmzZ3Pq1CmSkpJsH9ytWIWWVRDmF4l3SwGBrVO/RDw+UymwA1TLYNvNwC5CYGs0GurVq0dsbCwHDx4sspfamiW2OrR7eXnx9NNPA/Dbb785FJu9e3iHmsFoi2gJMBgMvPbaa2i1WrZv3867777Lpk2bsFgsNmFqNpsV90T+Pt7Tp08DeQ8Qio0v+hy3UjNsa09XFx5qWs+hY4tj3e/HSc/MM07z83ane9sGqpzbnl9+i+bSlbwWBI1GYswTDzrlWgEBAXTt2pUOHTrg5eVl29dqtVy9etWW1f7qq6/w8vLCZDIhyzJarZagoCAmTZpEQEAAFy9e5MyZM3e6jEAgKCOEwBYIBAJBhUZvJ7BzypHAdnV15dSpU+zevZvnn3+emjVr4unpSXR0NJMmTaJhw4YMGTKEhQsXcu7cOW7dugXkOUNLkoRWq1VFYKeZUhRrp2SwC8zALn0G+0ZWKtey8mI3aHTU8ihcuMuyTPPmzalRowZXr17l008/5fz587YHFtaMdWFY32NX11xTNuuooeL43b7/OqT47F337t1Zvnw5ISEhbN26lYEDB9KnTx9WrFhBZmYmWq1W0Y9tHRmWkJDAqlWrAOjZs6dD8a3dqywl7x3REKOh9BY/JpOZFb8cUew92q0ZBr369kEmk5n/W6bMXj/crTFBgeqMgLPHYDDw4YcfMmvWLFuvtZVr164xaNAg3n77bSIiIpBlGZ1Op8ja+/j4IEkSBoOBypXVecgkEAjUQ5icCQQCgaBCY9DaZbDN5UdgWwkPDyc8PJzZs2ezZcsWli1bxo4dO0hNTeW3336zZUuHDh3K4MGDadasGVWrVsXT0xOdTqdKD7a9i7gzxnQVHNFVeoFtXx5e17MKOk3hM8GtImfGjBl06NCBH374gfPnzzNu3Dh69epFpUqVFOXh+UWRNYu9efNmAFtpcFHcSE/n+FVldr1jzZBij5NlmQEDBuDm5sb06dPZtWsXW7duZevWrWi1Wvr27UufPn2oV68eJpMJvV7PmTNnmDlzJklJSQwbNoyAgOKNvRKTUvnzRKxib6BK5eHbD5wm8Ubegw8XvZZBDzVT5dz2bNoaRXxCsm2t02kYNby9U64FecaEhc1ADwsLY968ebavFeYS7ubmhk6no0aNGmRkZBQ4h0AgKFuEwBYIBAJBhcagq65Y55jiyigSdejZsyc9e/YkOzubH3/8kRUrVhAVFUVSUhLLly9n+fLl+Pn5MXToUHr27Iksy6XuwZZluUCJuLtO3Qx2pjmLW9m3bWsNGvxdSp9hLOAgXoTBmZWWLVuyaNEi/vvf/9qMl5o0aUK3bt3o3r07rVu3ts2RTk1NRZZlPD09mTZtGt999x3u7u48/PDDxV7nj4ux5O+aDvOvgr978aX31ox0r1696NWrFxs2bGDdunX88ccfnD59mnXr1rFu3Tq0Wi3Vq1fn0qVLtmMff/xx23zv4li/P1phQNaghj+hgVUcOrYoZFlm+RZlD3jvDmH4eJZ+JJs9Wdkmlvzwl/JaDzcloJq36tcym80FqgcKwzr3GpTO79bj165dy8WLF+nevTvh4eGqx+lsLsTEU62mHy6uhrIORSBwCkJgCwQCgaBCoy+QwS7fAhtyBYrBYGDkyJGMHDmS+Ph4fvzxR9avX8+FCxeIi4tj3rx5zJs3D8gtWS0NWZYMzPnmU+slA3qNuh+e7bPX/sZKd8w0l4SY2/YGZ46NZHr88cdxc3Pjs88+47fffuPo0aMcPXqUmTNnAlCvXj2aNm2Kv78/Fy9e5MiRIyQmJmKxWJgxYwZhYcVnen+/YD+e6+7Mnfr160fXrl2JiYlh7969HDt2jH379hEZGUlycjJ169YlOzub8ePH88wzz+DpWfzDEYtFZt0+ZXn4wLZhqhiQRZ6OI/qc8ucy9GHnCMmNm45y7Xpeplyv1zJyWDunXCu/kVlJR+tZe7AzMjJ4//33AZgwYYLqMTqbm4nJvDn0cyr5e/HW/LHUqF36BzICwf2GENgCgUAgqNDodUpBlWOOK7QsszyRP3aLxUJAQAAvvfQSL730EpGRkaxevZpff/2V+Ph4YmNjyc7OLtX10gqM6LoH/ddOchCv71X1Dq8sSL9+/ejXrx/Hjx9nw4YN7N27lxMnTnD+/HlOnz5tMwzTaDRYLBZq1qzJ+PHjmThxYrHntsgyuy/YjecKCXE4Nnvc3d0JDw+nRYsW5OTkoNVquXHjBjExMQQGBhIUFFSkYZs9h85e5tL1vLJqvVZLn4jQu44vPz/YZa/bNatFSHX1+6EzM3NY+uNexd6Avi3wr6zu/RsZGcn777/PRx99RJ06dYC8bLSjWH+nX3/9dc6ePUv//v3p3bu3qnE6G7PJzPRxi7l1LYVb11IY3/tjXp45nA59W5R1aAKBqgiBLRAIBIIKjVbyRiO5Y5HTAJDlLMyWW+i0zjE4utdYM2WyLCPLMk2bNqVp06ZMmTKFHTt2sG7dOqKjo0v1UCHdrDQ4c3dG/3WG+g7iGaZsYlOV521QhIP4nWjcuDGhoaGkpKRw6dIlTp06xdWrV4mPj+fSpUv4+vry0EMPERoa6vCIoajEBG5m5nPnNrjQolr1Io5wDKs5FkCVKlWoUiUvg1iSe2CtXfa6a9M6eLs7ZtxWFHFXk9l5UOmMPbxXRKnPWxhrNx7m1q0029roomf4Y21Vv87zzz/PX3/9xZ49e3jhhReYOHGibT55cULb2q996dIl1q5dy+eff06NGjXK5QzsJZ9sJnJP3s82IzWL8yfihMAW/OMQAlsgEAgEFRpJktBrq5NlOm3byzbH/WMEthVJkmziyTqyqUuXLnTp0qXU5063cxBXu/8aIN4JDuJnUq5iydflHOhWCQ/93YlErVaLj48PPj4+NGnS5I6vc1TE2peHP1gzGF0Jy4pLiqPiOiUji1+PnlbsDWzbWJUYftx2RNHXXTeoMi0bBaly7vykp2fxw0/7FHuPDAjHt5K64+W2b9/OX3/9hZubG1euXOGtt95i5cqVTJ48mf79+6PVam0PvworG7eO0ZsxYwbz5s0jODiYDz/8sNzNgj6w/W9+nLtNsdf8wfqMeKVXGUUkEDgPMaZLIBAIBBWeAmXi5dzorDg0Gg2SJNnGSpV2TFea+R6M6HJCBtu+/7qBg/3XpcFREbszNlax7hQcon4wd8nWIzFk5uQZ41Xz8aRN/dKL4NT0LNbvPK7YG9oz3CntGqvWHSI5Oa9CwM3NwNBHi3d2Lymenp64u7vj4uLCkCFDCAkJ4fDhwwwcOJChQ4dy4sQJ27z0nJzcmd9ms1nRtpGRkUH79u159dVX+fzzzxk6dKjqcTqTa3G3+PjF/1Ps+Vb1YtLcUWi1QooI/nmIu1ogEAgEFR6D1r4PO+EOr/xnYf1gX5Je0MIoMANbp36JeHymUmBXU0FgXZYKUgAAIABJREFUn0xWOog3dMBB/F5wKyODY4nK2O7W4MwZrLGbfT2gTSO0KmTXN+w8TnpmnrD09Xbj4Qcalvq89qSmZfHjqv2KvSGPtMTbS32X8latWjFx4kSSk5MJCQnhzTffpGvXrri6urJixQrat2/PlClTSE9Pt5WNf/LJJ8yaNYvExNwRbR4eHgwdOpRp06bRp0+fcuUPYcox89FzC0lJSrftabQa3pg3hkr+XmUYmUDgPITAFggEAkGFR69VCqscc/wdXikojLQCI7rU/eBsli0k2pWIB7iqILDtR3TdRf+1M7Afz9Wwsj9VPdR/aHE3nIm/zvELygdQ/duUfva1yWzhx21HFHuDH2qGQa9+N+PKNQdITc2b/e7h4cKjj7RS/Try/0rd+/fvj6+vL4cOHWLMmDHMmjWLiRMn0rx5c5KSkpg2bRpt2rRhw4YNHDhwgDfeeIN3333X5jhuPY/RWPoe93vNwv9u4MShWMXe6Nf60KRt3bIJSCC4B4gebIFAIBBUeAoK7IqRwVaLNNNtxdpd5RLxG1lJmPKNAfPSueOuK1220SxbOHU7UbHX0Nv5JeKOsPNCrGJ9P5WHr7XLXreuF0SgX+lnRu86fIb463n3kUGvZVDXZqU+rz23UzL4afUBxd5jj7TC00N98WrNNIeHh/PSSy/xzjvvMH/+fMaPH09ISAht27ZlzZo1bNu2jejoaAYMGICfX663wH/+8x8CAgLIzs62ZbbLG3u3RbH6q+2KvVZdG/Ho8w+VUUQCwb1BZLAFAoFAUOHR6+wFduIdXikojAICW2WTs7iMa4p1NRWy1xfTbpJpzrGtffRuVDWWfcmqRZbZZSewO98n5eE5JjMbD55Q7A1sW/rsNcDyLcrsdc92ofh6u6ly7vysWHWAtPS8MnQvTyODB7ZU/Tr2jBgxgpo1a/LNN9+QmJiIl5cXvXv3ZsqUKbzzzjs88sgjGI1GkpKS0Gg03L59m4yMDAwGg80voTyRePkmn7y8VLHnX70Sr84ZWeIZ4AJBeUPc4QKBQCCo8OgKZLCFwC4J9j3YHiqXiNv3X1d3Uv/1/dDbGn3tKjcy8vpVPQwGwgNKP55LDXZFn+dWar7RYa4uPNS0XqnPe+JcAsdOXVHsDX04vNTntSf5dgar1h1SXmdIG9zdXVS/Vn5kWSY4OJjRo0dz/PhxfvjhB9vXatSowdNPP82LL75ocwy3WCzMnDmTiIgIFixYADhujnc/kJNt4qPnFpKaz0ROq9Pwxhej8VLZpV0guB8RAlsgEAgEFZ4CJeImUSJeElLN9hlslQW2nYO4GhnsGPv+6/ulPDxWOZ6rXVBN9HdpQrc95ixnrt4o/oUOsnaf0uG7V3gDjIbSdxsu33pYsW4dVpM6QaX/GRe4zsp9ZGTkZa+9vV15pL/6Qt4eqzieMGEC9evXZ+bMmURFRQHY3MI3bNhAeno6LVq0YMKECdSqVYuTJ0/y9NNPs2nTJqfHqCaL/ruBmCMXFHtj3uhHo5a1yygigeDeInqwBQKBQFDh0Wl8yf1fYu7oIYt8G4slA41GfVfhfyL2GWy1e7AT7DPYrv6lPmeBDPZ9YnC2027+9d2Wh5vMFt5au42kjEzq+vvycKP6jG0XgYeL4a7Ody05lT9PxCr2BqhgbnbtViq/7Dul2BvaU33Rm5SUzpp1SiE//LG2uBrv7v0oKRaLBV9fX4YPH86UKVPYsGEDTZo0wWAwcOjQIWbNmgXAihUrCAoKonnz5ixZsgSTyUTv3r3vSYxqsHdbFKu/3qHYa90tjMH/7lpGEQkE9x6RwRYIBAJBhUeSNOi1VRR7okzcMSyyhXQnl4jHqTwDW5ZlTiQrqxRKY3CWkJ6CRYUe2eTMTI4kKIV/x7s0ONsfe4mkjEwAzly7yZJ9RzCUYhzbxoMnMFvyvse6AX6E1ax61+ezsvLXo5jNFtu6ZrVKPNBU/Z7zH37aR2ZWXs99pUruDOjTQvXr3Alr3/HLL79M06ZNmTJlCgcO5JqtTZo0CYCXXnqJOnXqYDAYGD16NJ9++inLli27ZzGWlty+6+8Ve1VqVOLVT58oVyXuAkFpERlsgUAgEAgAvbYqOeY42zrHnIiLPqTsAionZJjTsJAnkFw0rug06rkey7JMvJ3JWWlHdF3LSuFWdpptbdToCXb3u+v4+v+8mGyziZZVAmldNYgn6rfATV/yzOjuixcUQr2+rx/VPe/uYcWWv08r1g81rINBd3cCW5Zl1u37W7E3sE3jUoumzOwc1myPVOw9/nALNBp1xdjNW2ms3WifvW6D0Xhv3bktFguenp78+9//5oUXXmDbtm1cvHiRHTt24Ofnx4cffghATk4Oer2eJk2a3NP4SoMpx8x/n19EanKef0Bu3/UYPEXftaCCIQS2QCAQCASAzi6DbTJfLaNIyhf2DuJqZ69v5aSQacnrm3XVuuCjL10Jun15eF2vKug0dyc+L6QkcTUjdw74r5fP8GfCBcaG3p0r9c6LyvLwTiF3Xx7+64kzir2ejerf1bkAjsXGcz7xpm2t02jo3bLhXZ/PypY/T5Ccmmlbe7q50OdBdVzJ8/PDir1kZZlsaz9fD/r3bq76dYrDmsUeNmwYc+fO5d1338XLK/f35ZNPPsFoNGIymcrlWK7F0zdy8nCsYm/MG/0Ijbg/HPAFgnvJfVEiLkmSnyRJT0mStEaSpDOSJGVIkpQsSdJuSZL+JUlSieKUJClQkqTvJEmKkyQpS5KkWEn6f/bOOz6qKv3/nzslk95ITwgBQguh9x6kKEVladIVdHUVFb7WXctPXNuyru7asa2oCIuCtFCkE6SG3gKkkEJ675l27++PkMycOylzb2aSCT7v14sXnJN7zxwmk8x8zvM8n4f7D8dxPvb6PxAEQRDtG7WSrevVk8C2igo7t+iyiF47+7U4cioW2L1akB5+Oi+DGQ/wC4FahlgXGmjPNU5m/fWZtNsoqjJz+9ZoMKJLuKy1AGDbKbb39djoLujg0bIWWoIgYONvbGuuB2P6wMXGUeXCogps23mBmVv40HBoNLZ7HKPR2PxFZnh7e+PVV19FSEgIysrKMGDAACxZsgQAoFK1v9jX6QNXsWnNAWZu6ITemPn4+DbaEUG0LY7yUzwHwBcAsgEcApAOIBDATADfAJjCcdwcwYomgBzHdQVwHEAAgG0ArgMYCmAFgPs4jhslCILtLDUJgiCIuwKVkq0n1fPtS2CfK1gDHV8BDgpwnBL9fJdCo7R/X2exwHZXedl0fYv6axsYnCVYCGz5bbDic1mBPSQgTN6eCvKRV2lKW3dVqzFIZnsucXr4PT27yE4Pr9Lq8ds51oRshg3MzeKvpiMl0/RxTKngMGeS7aPK638+CZ3OFL3283PHtCn9bLZ+YWEhNm7ciClTpqBTp05W93ieMWMGNBoN/vvf/+LNN98EABgMhnYnsAuySyz6XXcI8sJz/15I/a6JPyyO8lN8E8ADAHYKglBfyMVx3CsATgOYhVqxvdmKtT5Hrbh+VhCET8zW+hDA/wF4B8BfbLd1giAI4m5AbHLW3lLEk8t3o8pgivb29p7XRgLb1i262Ah2iA1adIkFdksMzuLzbjPjoYEdZa1zWNyeKywcGhliy8jz2CdKD783Sn6v6gMXE1GpNaXo+3m6YlSvCNnr1SFuzRUzuBuC/Gz72iksrMCOXReZuYVzR0Bjg9ZidSxduhSxsbF44IEHsGzZMowaNQodOjRfz+/m5oaZM2dizJgxCAwMhCAI7U5cGw1GrH76e5QVmQ6GFMraumsvX/c23BlBtC0OcbQkCMJBQRB2mIvrO/M5ANbcGcY0tw7HcV0ATAaQCuAz0ZffAFAJYDHHceS2QBAEQTCoFGxk1GDMb+RKx4QX2DRVidVVsqkwlDJjmzuI14hTxFsWwS7TVyOruqR+rOQUiPQIaOKOxsmrrkBqeXH9WMUpMMBPXtTZIj1cZv31mbRMFFaajKbcNU4Y3bWTrLUAYKsoPXz6kCiolC17baVnF+PYBfZA4aF7be/oLY5e+/t5YNp9fW22/unTpxEbGwsA2L59O5YsWYK3334bp0+fRlVVVZP3CoIAhUKBwMDazJn26LK9/j+/4cqpZGZu8QtTET20axvtiCAcA4cQ2M1Q11PB0ORVtdQ12dvbgFgvB3AMgCuA4bbbHkEQBHE3YFmD3b4EtgDmbQ8c5LdkkoL9U8TZ70NoC1PEb4jac3V294OzUl49bnwuG73u3SFQlnt4mVaLczlZzNw4me25fhOnh/foAieZkdHbBSU4k8T+Hx8cGiVrLXN+3sfWXvfqHIi+3eSn6TdEQWE5tu9ia68XzRsBJxtGr9etq02NnjJlCkaPHo2ysjJ89NFHWLp0Kb766iskJyc3Wp/dHgW1OReP3cSGj35j5gaM7YG5yye20Y4IwnFwaIHNcZwKwJI7wz1W3NLjzt83G/l63btOs1aaHMedbegPgJbbZhIEQRAOh0rJph4bjAWNXOmY8AJ7Dq3gWifd1J4RbEEQLAR2S2uwE0pZIduy9HC2/npogLz08OMZ6TDwpgOSrj6+CPOUflBRmx7OCux7W+Aevv0025qrb0QwugTJa2dWR0WVFjuPslHxefcOtLngXL/xFPR6k7j19/PAlMm2a3uVkpKChIQEaDQazJ07F3Fxcfjll18QHByMhIQEPPfcc3jmmWewZcsW5Oc3flgnCAKqq6sb/bojUlJYjn8++wPMrZF8/D3w4keLqe6aIODgAhvAPwBEA9glCMJvzV0MoO7dqLSRr9fNe7d0YwRBEMTdhYXA5gshSoZyaARRiriCa60Itlhg2zaCvbrfs/hrr0ewJGI67g0aAV+nlgn466IIdi/PFjiI28jg7EiaqD2XTPfwc+lZyK8wpSa7OclPD+d5wUJgPzis5dHr7UeuoKpGXz/283bDhGHyDwEaoqCwHDt2i6LX820bvc7KykJcXBzc3d0RHl7r0D5r1ixkZGTglVdeAQDs2bMHDz/8MN544w0cO3YMlWYmdvydA5VPP/0UK1asQHJysuWDOCA8z+ODlT+hKNeUucJxHF78eAl8/O3v+UAQ7QGHdVPgOO5ZAM+j1gV8sa2WvfN3s27kgiAMamRfZwEMtNF+CIIgCAdBwTlDwXmAF8rvzBhh5EugUvq26b6shRdVUnGt9BZvT4HNcRy6undEV3d5keGGEEew5bboKtPV4HoJG5kcLENg17bnEve/jpC1J3F6eEz3ztCo5b0OTiemI7u4vH7srFbh3gE9mrijeYw8j1/2scJ35oR+UMt0OG8McfQ6wN8DUybZLnoNAMHBwYiOjoZCocD48bXtqPR6PdRqNd5++20sW7YMK1euRGxsLNasWYN9+/bhsccew4wZMxAREQGNRoPU1FSsWLECALBkyRJ07er4tctbvj6MM4fYg5e5yydiwJiWvTYI4m7CISPYHMctB/ARgGsAxguCUGTlrXXv8o29u3uKriMIgiCIelRKNv3VwLefNHHLFPG2qcH2sHEE25ZUG3S4VcF+T3vIFNhn8zLBm6XIdvPyg6+z9N7QN4sKkV1RUT92UakwNES6UOd5AXtF6eH39ZYfGd52ihVRE/pFwsNFI3s9APj9fAqy8k0fwZzUSvxpvO1Mx4CGo9cLbVx7DQBdu3bF3r17sXXrVgC1LbbUajV4nofRaESXLl2wfft2bN++HV26dEFycjL+9re/4amnnsLmzZtRXFyMVatWAaht2TV69Gib7s8e3LyYjrX/2MHMRQ3ujEXPT22jHRGEY+JwApvjuJUAPgVwBbXiOqeZW8y5cefvxt5R6vpUNFajTRAEQfyBUSnEddiFjVzpWNQ6iJsnZ3GtUoNtFAyoMprEIQcObjZ2EbclieW54M2epzBXH3ionWWtdVpcfy2zPdcRUXuu4TLbc124nYW8craP9pjICFl7Kq/W4sAlVqw/OLTlva83/saam00a3hO+XtIPJZpiw8+W0eupk20r4uvo0KEDQkNDAaC+xZZCoYBSqaw3N5s+fTqSkpLwzjvvAAAOHTqERx55BIsWLcIPP/wAAPjwww/tsj9bUllejX88tRYGs+fW3csFL336MFTq1jnMI4j2gkMJbI7jXgbwbwAXUCuupTYhPXTn78mcqD8Jx3EeAEYBqAZwsqV7JQiCIO4+xOngBt7aBKq2RWgzgzM2eu2q8oCildqDyUHc/7qXl3znarGDuO3qryNkrSNODx/XvTOcZaaH7z1/E1ozIRXi64kh3VqWpp+UkY+zCeyhxEOTbduaqyHn8IUPjYC6DQSgUln7mAZD7c/m3/72N2RkZGDu3LkwGAzYvXs3AODVV19FhMySgNZCEAR89sovyE5jsz9Wvr8AgWHto4SGIFoTh3kX5DjuddSamp0FMEEQhEbz8jiOU3Mc15PjOKZYRRCEZAB7AUQAWC667U0AbgB+EAShEgRBEAQhQqUQpYi3kwi2USywW6n+ulxfwowdOT0caEhgy0sPrzHocamQXUtOBLtCp8OZrExmTo7BmSAIFgL73qhujVzdPOLe1/cP6QWFomUu3z/vZaPXA3qEokeEvP7jjbHhlwZqr23oHC4HlUoFQRBgNBoRGhqK//3vf3jmmWcAAEFBQXjrrbfadH/WsH/TaRzacoaZm7ZkNEZN7ddGOyIIx8YhTM44jnsYwN8BGAEcBfBsA+0aUgVBWHvn36EAEgCkoVZMm/MUgOMAPuY4bsKd64YBGI/a1PBXbf8/IAiCIO4G2msEW2xw1loR7HKRwZmHyrGbdNjK4OxiYTZ0vEnIhbl7IcRNemr8iYx06M3ac3Xy8kYnb+nP4aXMHOSUmdVxq1UY202eE/mt3CJcSmUPDx5oYe/r0vJq7DmWwMzNvde20evCogrs2HWRmVv4kO1rr+XAcVx9RDsjIwPr168HAHz88cdtuS2ruJ2Sh89f/YWZi+gZgj+/PqONdkQQjk/b/9appe5dQAlgZSPXHAGwtrmFBEFI5jhuMGoF+30ApgLIBvAxgDclGKYRBEEQfzBUClZgG43t4y2DF/TMWMGpW+VxLSLYascV2HregKRytvJMboq4uD3XUJnp4YdF6eExEfJEsTh6PbZbZ7g6yXsNiFtzDY4MQ5hfy76vWw9fZlLOgzp4YOzAyBatKWbjptPQ6UwHTX5+7m0evW6Id999F4WFhZg8eTJmz57d1ttpEr3OgNXL16KmSlc/p3FW46+fPwyNi1Mb7owgHBuHENiCIKwCsErC9akwtdxq6OsZAJa2dF8EQRDEHwulop1GsEUCW9laAtvQflLEk8rzoTeLOgc4e8JX4yZrLcv+19LTw2vbc6Uyc22dHm7keeyIZwV2S6PXBiOPzQfYyPLsif2hUtquSrGouBLbdrIp6AvnOkb02pzExER8+eWXAID//Oc/bbyb5lm7OhZJl1mvgcdXzUSn7vJ7xxPEHwHH+s1DEARBEG2ISunDjA18cRvtRBpGQceMWy2CbSGwHTeCLU4Pj5IZvTbwPM7ls2vJqb9OKipCZrnJJE6jVGF4mPRI+JWsXGSWmK2jUmKczPTwE9fTkF9qsqlxcVJjUn/5tdwAcORsEnILTf20NU4qPBAT3aI1xfy8+TS0WrPodQd3TL3PPs7hLaFbt27YtGkTsrOz0bNnz7beTpOcPZKAX788yMyNmtoPUxaObKMdEUT7gQQ2QRAEQdxBHME2thuB3TYR7DJRirinA6eI28rg7GpRLioNpgMNP2dXdPGU7qQsdg8fHhYGZ5X079teUfR6TGQE3DTy0nfF6eGT+neDq8y16hCbm00Z1Qte7i4tWtOckpIqbI1lH2P+nGHQOFj0uo6ZM2e29RaapaSgHB/830/MnH+ID1b8cz4a8EgiCEKEw7iIEwRBEERbo1KwAtFoLGnkSseCt4hgt059ZHuKYF8rsY3BWXyeZXq4HNEhFthj2zg9vKyqBocuJzNzM4a1rPf1zbQ8XLjBuqTPnWRbc7Off41HTY3pgMnXxw3Tp9jf3VoQhOYvasH1bYUgCPjwuZ9QnGfKilAoOLz0yRJ4eNu2ZzlB3K2QwCYIgiCIOyjbbYp4G9VgtxOTMwNvxM2yHGZOrsHZKbHBmYz08Cq9HvGZ4vZcEZLXuZ6Tj/Rik5O7WqnE+O5dJK8DAHvO3YDOYOaM3sELA7qEylqrDnH0elCvjuja0a9Fa5pTVl6NLTvOMXPzZg+FRmO71//t27eRlpaGixdr68j1+tqfNY7jIAhCs8K5rKys/vr2wPbv4hB/kM1kmPfsvYge1rWROwiCEOOY+TMEQRAE0QYoOU/UemjWfmjmhQoIgh5cKwlWuVianLVOBLvMwB5AeKp8GrmybblVUQAtb6rR7aBxR4Czh+R1eEHAmTzW9GmIDAfxE7fTmTZf4Z5e6Owt/bkTR69HdQ2Hu7NG8jqAZXr4/UOjWtT7urS8GntPXGfmHpps2+j1pi1nUF1tyt7w8XbFA9Ns8xjx8fH47rvvEBsbi4qKClRVVaF3796YNGkSoqOjMXHiRAQFBQEAeJ6HQmGKWen1eqjVahw9ehTff/895s+fj9GjR0Ojkfe9aS1uXcvEt+9sY+aihnTBgpX3ttGOCKJ9QgKbIAiCIO7AcQooFZ4w8qaooIEvhVppu6ibPTAKWmas5Oz/Qb7GWA0db3pcJaeCi1KeK7e9aaj+Wk5EMam0AMXa6vqxh1qDXj4Bktc5ksqmh4+L6Cx5P7ZMD0/JKcTlNDbCf/+QXrLWqkPcmivYzxOjB8qLrjdEeUUNNm87y8zNnTUUzs4tPww7cuQIli5ditTUVDg5OcHFxQWurq44f/48zp8/j6CgIERHR2PevHlYtGgRnJxqD7QEQQDHcVCra/cwceJE6PV6nDp1CqtXr8bUqVNbvDd7oa3WYfUzP0BvZhbn6uGMlz5eDKVK2YY7I4j2B6WIEwRBEIQZSnEdtpnYdlSMPFuD3RoR7PIGoteOmgZ7zUYO4uL08MEBYVAqpH2Uaqg911gZ6eGJeYW4VWj6HqgUCtzTQ14arzh6PaRbR4R2kN9yzWDk8auoNdesif0kP1dNsWXbWVRWmg54PD1d8OC0/jZZe/ny5UhNTcXjjz+OXbt2Yf/+/Th8+DDefvtt9O7dGxUVFdi/fz9eeOEFPPzwwzhx4gQAUxq4IAiorKzExIkTAQBXr17F2LFjbbI3e/HtO9uRdoM9iHrmvYcQ2LFDG+2IINovFMEmCIIgCDOUClZYtAeBbbCIYNtfYLe2g3hpaSm8vOSJvoQS2whsy/7X0tPDb5UUI73M9JpyUigxIixc8jri6PWILuHwcnGWvI6R5xF7JoGZe7CFva+PnktGjrg11zjbteaqqtJi09YzzNzcmUPg6tryzI01a9bg2rVriImJwZo1a5iv9e3bF8uWLcPGjRvx66+/4ty5c9i0aRMyMjKwfPlyzJo1qz6a7ebmhp07d2Lfvn0oKiqCu7t7i/dmL04fuIoda+OYuQmzhiBmxqA22hFBtG9IYBMEQRCEGe1RYFukiCvsnyJepmcj2FIMzqqrq3H06FF069YNAQEBcHNrOrXcYDDgkUcegbOzM9auXSupltUo8LhuYXAm3UFcEAQLgT1MhsHZEVH0ekhoKFzVMtpzJbACe3KvSMlrAMDJG+kWva8n9JO3Vh0/72PNze4b2dOmrbm2xp5HWXlN/djdXYMZ9w9s8bparRYHD9b2fn7xxRcBADqdDk5OTuB5HgAQFBSEFStWYNKkSfjuu++wYcMGHD9+HDU1NQgJCcG4cePAcRwMBgOUSiUmTZrU4n3Zk+L8Mvz7+fXMXFB4Bzz59uw22hFBtH9IYBMEQRCEGe1TYItTxFtBYFukiFvfC/rIkSOYOnUq1Go1goOD0bNnT/Tu3RtRUVHo3r07OnXqBH9/f7i41Iqy7OxsbNu2DQEBAdBoNBamUk2RWlGAaqOZEZaTK4JcpEfCMypKkVtdUT92VqrQp4N0oW5Rfy2jPVdKQRES8wrrx0qOw8Se8kSxrXtfJ2cU4FwCawQ3x4atuWpq9Ph5czwzN+vBwXB3a/lrvu61BdS+5gBApar9qFz3eqt77UVFReH999/HoEGD8Pzzz+PcuXOYMWMGfv31V4wfPx5KpdJhSybqEAQB/3lhA0oKTNkGCqUCL32yBG4etjsQIYg/GiSwCYIgCMKMWidxE0a+rJErHQcDX8OMVa0hsEURbCkp4hcuXKj/d3p6OtLT07F37976OZVKhYiICPTo0QMDBgxAdXWtsVjXrrU1xlKEy1WL/tchsoTPqdx0ZjzAPwROSmnmT9V6PU5lsuIzJkK6wN57LYkZD40Ig4+bdEFUXq3FocvsWg+0MD38l/0XmPGAHqHoFu7fojXN2bH7AkpKq+rHrq5OmGXDVGZ//9q9xsfHY9myZRYHOWKhPW/ePAwfPhyPPPII4uLisH79eowfP97hxTUA7Pzhd5w+cJWZW7DiXvQaJP01SRCECRLYBEEQBGGGUsG2bzLy5Y1c6Tg4Qoq4l9r6CHZdlNDf3x9//vOf4enpiZMnTyIlJQXp6enIz89HUlISkpKSsHPnTgC1ojs+Ph79+/dHt27d0KlTJ8yaNQsjRoxo8rESbGRwZll/LT09/FTmbWiNJpfmUA9PdPWx/nmrY6+N3MP3nr/JOH2H+HpiUFfpdeV1lFfWYPfvbER8jg1bc2l1BmzcdJqZmzF9IDxtGG2dOHEivvzyS3z55ZeIiorCo48+CldXV4vrFAoFBEEAz/OIiIjA8uXLceLECfz444948sknMXBgy1PW7Ul6Yg6+/vtWZi5qcGfMe3ZyG+2IIO4eSGATBEEQhBligc0Lji+wxSZnrRHBLrWIYFvfx/nll19GVlYWvvjiC2zatAkff/wxVqxYgby8POTl5SEnJwdpaWlISkrC7du3sWfPHhQX1z7epUuXcOnSJQC1RlLNCWwLB3FvmQI7zxZg5MptAAAgAElEQVT112x6+NhOEZIjnRlFJbiWk1c/5gBMlFl/vf00G728f0ivFvW+3hF3FTU60wFCgK87xg1qWT23OXv2XkZBoSlNX6NRYc7MwTZbHwBmzZqFJ554Al999RW++uorBAUFYc6cOQAAo9EIpVnWAsdx9eM5c+bgiy++wOHDh+vTyx0Vvc6A95/9ATqtvn7OxV2DFz6illwEYQtIYBMEQRCEGQrFXZAirpDuJi2VMn0RM/ZUWS+wlUolPv30U3Tv3h0rV67EypUr8d5772Hq1KkICgpC3759wfM8ampqoFKp0L9/fxQXF+Pjjz+Gm5sbEhIScOrUKUybNq3JxzEKPK6XsgZnciLYOVXlSCs3uaarOAUG+odKXkdscBYjo/56bwKb0j2oUyj83KX3H0/LK8aFW6wQbEl6OM8L2CxKD//T+L5QKW3TmstgMGL9zyeZuQem9oePt+16r9f1sX744YcRFxeHq1ev4qGHHsK5c+fw97//vb6/dd11ddTU1MDZ2RlBQUFQqVTQarWNPYRDsO6DXUi6zJYqPPnWbAR38mujHRHE3QUJbIIg2iU8LyAuMR/rTqbhVEoRKnUGeLqoEdPdH4tHdMLAcMftyUs4NkqObafD85WNXOk4GAVxDbZ9DYoEQUCpQX6KeB1PP/00wsLCsGTJEsyfPx9r167F9OnToVaroVAo4OrqCoPBgNTUVADA0qVL4ebmhpqaGlRVVcHbu+m677SKQsbgzFvtimAZBmfi9PA+HYLgopLm/J1WUoLUEtNzplYoMKJjy9tzyU0P3xHPtuYa2DUUYX7yW62dvJyK23kmQ0C1SokZ4/vKXk/MvoPXkJtnOuxSq5V4aPZQm60PmGr7hw8fjoMHD+LJJ5/E1q1bsXr1aqxfvx4ffPABZs+ezby3GI1GODs7o7S0FLGxsTAajejc2XFrmK+cSsYvnx9g5sZM74+JNn4uCeKPjG2OFQmCIFqRvLIa/OnzY3jku3jsT8hDudYAXgBKqvTYeiELs744gce+P4NKraH5xQhChFLBCmyjUNHIlY6DOIJt7xrsamMl9LwpSqfmnOCilB5JVCgUmDlzJtatWwd/f3/MmjULX3zxBXNNcnJyfQukunZezs7O8PX1bdZJ/GpJJjOO8g6WaXAmTg+XLozF6eGDQ0Lh7iTNrTu7tByXMtmI/ORe0gU2zwuIjWdrpe8f0kJzs31s9HrCsO7w9bKsXZaD0cjjp40nmLkpk/vAr4NHI3e0nMDAQHz11Vd4++230aVLF2RkZGDu3LkYP348Nm3ahIsXL6KkpARKpRLp6elYsWIFKioqsGDBAgwYYLu6c1tSWV6Nf638EYIg1M91CPLCM+89RAfSBGFDKIJNEES7orhSh3lfnURKQdNRxQPX87B0bTx+fHQoNFRTRkhAoRBHsNuDwK5mxvaOYJeK0sO91B1a9AF9xowZ8PT0xLPPPouVK1fi+vXr+PDDD+Hs7IyEhNpIa3R0NIDanth1rZOa46qFwZn0tG7AMoI9LKjl/a/ltOcSm5v1DwtGoKd7I1c3zpnk28guNnkLOKtVmDxAXiQcAG7nluDEJfYAYc7E/rLXE3Pk9xu4nWmK/iuVCsyfM9xm6zeGn58fXnjhBQwZMgTr16/H5s2bceTIERw5cgQDBgyATqdDeHg4jh8/jtLSUkREROCf//yn3fclly/f+BW5GezP7vP/XgQPH9ul2RMEQRFsgiDaGf/Yfb1ZcV3H6VtF+Pb3W81fSBBmKDj2w2Z7iGDrBVZgqxWtLbCtr79ujHvuuQe//PILhgwZgjVr1mDx4sWoqKhAcnIyAMiKCl4TRbB7yzA4K6qpQmJpQf1YwXEY7C/NaVtrMODEbbbN1zgZ7bnE6eGT5aaHi3pf39M3Eu7O8rMeNh+4CLOgKHp1DkTvrkGy1zNHEAT89D82ej3pnigEB0lP9ZeDk5MTJk2ahH//+9/YuHEjFi5cCAC4evUqrl69it27d6O0tBSLFy/GV199heBg6b3RW4Njuy5i38+nmLkZj8VgwJgebbQjgrh7oQg2QRDthpIqHbZeyGz+QjN+OpmOJ8Z2hbIFzrjEHwulSGDzfFUjVzoOFhHsVhfY0uuvxRgMBvTq1Qt79+7FwoULsXnzZjg5OSErqzYKXSewrY2UGwUe18vYdOre3tIj2GL38F4+AfBwkiZGT2feRo3BVLIS7O6O7r4dJK2RV16B8xlsRH6yDPfwKq0O+y6wQv3+Fpib1Wj1iI27wszNmdTfZinHJ04lI/lWfv2Y44AFc+0fvRbj7e2NKVOmYMqUKXjjjTfw+++/Q61Wo6ysDEOGDMHgwbZ1M7clRXll+Pjl/zFz4d2DsPSv97fRjgji7oYENkEQ7YYdl7KhNfCS7sksqcaxpAKM7e5vp10RdxsKhUhgC45vcmZoZZOzUn0hM/ZSSxOLDaFSqSAIAry8vLBhwwa8/vrr+Pjjj+u/3rt3bwBotu66jpTyfNQYTW2IfJzcEOjs2cQdDWNZfy09PfywRXuuzpIF6P6EZJgFidE7OABhPtKjuAcuJaFaZ3pe/L3cMKy79P9THb+duI6ySlM9vpe7MyYOs01UVBAErBNFr2PG9ER4x5a/3lpCZGQkIiNt137MngiCgP+8sB5lxabfYyq1Ei9+vBhOztKM+giCsA4S2ARBtBtuF8mLJGYUO34EknAcFBxrzMQLjv/6EUew22OKOGCKTnt4eODVV19FQEAADh8+jGvXrqFbt27MNc1h0f/aS57Bmbj+eqgMgR1ni/rrBBu5h4vSw6cN6gmllYcWYgRBwCZRa64HxkVD42Sbj5fnL6bj2nX2+7hwXtN9z1sTcbsuR2T3T8cRf5D9ni9+fioio+UfqhAE0TRUg00QBEEQZigUIoEtEq+OiF6Uxq5S2Ma9uTFKRALb28n2/XP9/f3xyiuvYO/evUhMTISTRMftayWsMJOTHl6qq8G1olxmbmiANGFyu6wUycWm50ulUGCkxPZcxZXViE9l+xbLqb/OLSnH6UT2wKAl6eGXE7NxM41N3545oZ/s9cSIo9fDh3ZFZJcAm63fUhxdXGel5uPrv29h5qKGdMGsJye00Y4I4o8BCWyCINoNYb7yRENHH/uKDeLugoMG5m+PAnQQBH3jN7QxgiBYCGy13QV2ATO2RQ22GEEQ6tsJubiYIvI8b12ZyBULgzPpAvts3m0mLbu7tx98naU9t4dT2fTwgUEh8NRIq+E+cCMZRjMXse4BfojoID1rIDY+gTEji+oYgMhg+Ycjmw+w0evR/bsgxN825mMJN7Jw7kIaM7fYgaLXjo7RyOOD//sJNVWmPvDOrk544T+LoFTSx3+CsCf0E0YQRLvh/r7B0Kik/doK9XbBqEjbR9eIuxeO46AQ1TDzguNGsY2CDgKM9WMFp4aSs29tZanOsk2XreE4rsEIoTU12HreiBsWBmfSHcRt0f/aIj08IkLyGuL2XJOjpNf/CoKA2PgEZq4l0eui0irsP3WTmZttw9ZcP208yYz79w1H7yh5bdb+iPz65UFci09h5h5/YyaCO9H7IUHYGxLYBEG0G7xdnTCjv7QPWAuHh5ODOCEZBefMjB1ZYOt51oRNzdk3el1jrEaNWcRcySnhrpJuHgaYotSCeVi1CY4fP44dO3agtLS0yeuSy/Og402u3QHOHgiQYXB2MpdtrSU1PVxrMOC4qD1XjMT667LqGpxIYdeY3Et6evjV9Fyk5LKp6vcNlG9Gtv3IZRiMpmyCsEBvDI3uJHs9c26l5uP34+yhwqJ5re8c3l65lZCFH/61k5kbOqE37ltAGQAE0RqQwCYIol3x1yk90cXfrfkLAQzr7ItHR0s3EyIIziKCXdPIlW2PZXq4dT8fcmnIQVzBWfdx4sKFC8jOzoZWW+s6XRelFkeqxcK77u9XXnkF8+fPR24uWxctRpweHuUlPfJZqdfhSiEbBZfqIH4mOxNVelN5QYCbG3r6SetocPjmLejN0uIjOvigW4D0jIEdouj16KgI+LrLO4wx8jy2HLzEzM2a0A8KGx1mbviF7dfco1sQBg2IsMnaTZGXXYKKcsc9TLMGvc6Af638EQadKavFw9sVK/45z+FrxgniboFcxAmCaFf4uDnhf48Px59/OIuLGSWNXjexVwA+mjcAGpWyFXdH3C2II9gC78gCWxTBtrPALhEJbG8r08Nv3bqFBQsWoFevXggMDERoaCjCwsIQGhqK4OBg+Pv7w8fHB2q12kIIcByHsrIynDhxAnq9HsHBwU0+1lWL+mvp6eFn8zOZuucunr4IcHWXtMaRVHF7rgjJIuc3cXp4r0jJa+gNRvx27gYzd/8Q+enhxy7cQk5hef1Y46TCtDHy1zMnO6cU+w+xrtcLHxreKuLwP+/swM1rmVjw2DjcP2cI1Or29zF5w0e/IeUq+/p/5h8PwTfQNrXxBEE0T/v7zUEQxB+eAA9nbHlyJI4mFeDHE2k4dasQVTojPJ1ViOkRgEXDO2FguDed1hOysUgRh7aRK9seS4Ft3xTxYh1rcGatg/ipU6dw/fp1XL9+HQCgVqvh7u4OX19f+Pv7Izg4GCEhIQgLC6sX3kFBQfDz84Ofnx9ycnKg1+sRFBQEDw+PJh/raom4RZec+ms2LVtO/2tx/bXU9PBKrQ6/J7NryHEPP5aQiuJKU2TW01WDsdHys3vErbkmD+8BL3fbtIa7mZQDJ7UKNdrayH94R1+MHtndJms3xdmTyTh7IgkA8OUHe7D9f6fw4X8fha9f0681R+LGhTRs/HQfMzfuwYEYM31AG+2IIP6YkMAmCKJdolBwGNfdH+O6S0u3JAhr4DjW5VkQHFdg6/gKZuyklBZllYo4gu2jtk5gp6XVOkJHRUUhPDwcOTk5yM3NRVZWFpKTk+uvc3JygoeHB3x9fREQEICgoCBERESgsLD2cXv27Nnk42iNeiSVsynkchzET+W0rP91VnkZbhaZnislx2FUR2k1ykeTUqE1mFJ9Q7090TtYepuqHfFsRPjeAT3gpJL3ETAjtxinLrPu3rNsaG42bnQP9OvTEb9uO4tft5/F/DnDbZZ63hg8z+Pbj/cyc/5BXvDpYN+fJVuiq9Hjg/9bB96sLt430BNPvT2nDXdFEH9MSGATBEEQhAiOY3su8+1JYNs5RbxYl8+MrXUQ1+lq2wWNHDkSH3zwAVQqFW7duoVbt24hMTERSUlJSElJwe3bt5GXl4f09HQkJprSo+tadfXt27fJx7lelgODYBIZIS7e8NVIe05qDHpcLGSj4FIdxMXR6/5BwfBydm744kYQu4dPkpEeXlZVgyNX2FT16UN6SVrDnF8PsLXXvbsEoVfnQNnrNYS3lyuWLRmDebOHwsnJ/h9VD+6+jOQbbL39n1dObldZUD/+axcyEtmDpRX/nA9PH/v+PiAIwhIS2ARBEAQhQmERwdY1cmXboxcJbLXCzhFsUYq4j5Up4p6ennB2dkZaWhoMBgM8PDwQFRWFqCi2drekpATp6elISUlBYmIiEhMTkZGRgfj4eFRXV2PgwIFNPo64/jpaRvT6XEEWYyzW0d0LIW7SXMgPp7GiNiZCWkq2Vm/A4UR2DTnu4b+dvwm90RQFD/fzRr+IpmvYG6NGp0fs0avM3KyJ/WStZQ2urtL6hctBp9Xj+88PMHMx90ajeztqCXbtTAo2f3mQmZv80HAMndC7jXZEEH9sSGATBEEQhAhxBNuhU8SNbA22k50FdrFensAOCgpCTU0N0tLS4OPjA4B1C+c4DgqFAt7e3vD29raIVPfq1QtFRUXo37/pdGSxg7i89HBx/bW06LXOaMTxdHaNsRLrr4+lpKFKZ3Ig93d3Q/8w6cJY3Pt62uCesiOzB07dRFmFyfDP090ZE4bZvz7anmzbeBp5Oaa2byqVEkuXT2zDHUmjplqHD//vJ6bVnX+IDx5f9ac23BVB/LEhgU0QBEEQIixTxPWNXNn26PhyZmxPgc0LvEWbLh+1dT4IAwcOxIMPPgiNpjYqyfM8FApFg2LPXHgrFAqUlJQgNTUVANC9e9OCzhYR7FO5bP21VIOz89lZqNCbsh78XF3R219a7fTea0nMeFKvSMm1yBkFJbhwi011b0l6+Ob9F9m1xvSGs5Na9nptTVlpFf733zhm7v65QxAU6tNGO5LO96tjkXmLLdtY+a/5cPOwjekcQRDSIYFNEARBECI4sKJBgCML7NYzOSs3lMAomNKNXZXu0Citqyvu1q0btmzZUj9WKBrvnS3ujZ2WlgatVouAgAA4N1HHXKGvQWqF6QCAA4coiS26tEYDzhewonS4xAi2OD18bHgEFBKixnqjEYduJDNzk3tFStoDAOwURa/7dw5BmJ+35HUA4EZqHq6msHXKMyc0XQ/v6Py89ndUlJsi8q5uGsxfNrYNdySNK6eSse3bI8zc1MWjMHBs00aABEHYl8bf3VoRjuNmcxz3CcdxRzmOK+M4TuA4bp2MdVLv3NvQn5zmVyAIgiAIgOPY82fBkSPYRnEEW1qtsBTEBmfWpocDgNFohMFgkPW4Wq0WkZGRmDVrVpPXXSvNggBTqmxndz+4qaTV8V4syIbWaNpniKsnwtyl9RA+IjI4G9spQtL9p1Nvo7TGVJbg7eKMwZ3CJK0hCAJiz7AC+/6hLYheH2Cj18P6dELHwPYT6RWTl1OKrf87xcw99MhoeLUTU7Caah3+/fx6JjU8sKMvHn31wTbcFUEQgONEsF8D0A9ABYDbAFpy9FYK4D8NzFc0MEcQBEEQFogj2BDkCcPWoDVTxMU9sK1NDwcApVLJiAEpDB06FAcPHoRSqWzyOnH9tZz08JPi/tdBHSXVLOdUlON6gekgggMwJjxC0h72JbDp4RN6doVKKS0mcik1GxkFptpitVKJyf3l1UtXVGmx98R1Zm7WPfYzN2sNflhzEHqd6ee6g78HZswf3oY7ksb3q2ORlSpODV8AV3dpTvUEQdgeRxHY/4daYZ0EYByAQy1Yq0QQhFW22BRBEATxx4TjWCEnwHEFtlYcwVZ62O2x5EawExIS0K1bN6hk9l7mOA5hYc1HcG0hsMUGZ0MDpNVfN9Sey8fF+npYI89jf4Jl/bVUdp5hBfHY3p3h6SpPfO0+dg3VWjPDNR93jBrQRdZajkBqch4O7GQj8oufGA9nF6dG7nAsrsanWKSGT1syGv1HtW/DOYK4W3CIFHFBEA4JgpAoyD3aJgiCIAgbwkGcIm5s5Mq2R8eXMWON0n4p4kW6PGbs49R8BLu6uhrz58/Hq6++iitXrtSnifNmbbBsxZVikcD2kZZWrTMacU5cfx0krf66penh5zOyUFBZVT92c3LCyC7S9qA3GLHn3A1mTq65mSAIFr2vZ8T0kRxRdyS++3Q/eN70kTO8sz8m39+0O72joKXUcIJweNrvb8fG0XAct4jjuFc4jlvBcdx4ThyKIAiCIIim4MRvj44rsMURbI09a7AtWnQ1L7CvXbuGS5cu4f3338f999+Pr7/+ut4dHLCd0C6oKUdOjVlKtEKJ7h6Bkta4XJiNaoMpUhvo4o4ID+vrjA08j9/T05i5GIntucTp4THdO8NJYuT/94RUlFaZzLu8XJ0xJkraPuq4cDMTKZkm4zilgsMDMdGy1nIErl5Ix8k49vBh6fIJUKrax0fFdR/sRmYKe9C14v35cHGzf89wgiCs424U2EEAfgTwDmprsQ8CSOQ4bpyURTiOO9vQH7SsPpwgCIJoB3AQp4jbPtpqC4yCHgbBFO3koIBaYT+TJnEE29ep+dZTly9fBgD4+/sjLS0Ny5cvR1RUFL755hvU1NQ06SYuBXF6eA/PIDgppQlTi/rrwHBJ9dfnsrNQrjOZk/k6uyA6wHqRLwiChcCWlx7OmpvdO6A71DIF5NaDbPR6zMCuCPC1XxmCPREEAd9+so+Zi+rXESNi2sdHuxvn0/DrVweZuSkLR2LA6B5ttCOCIBribhPY3wGYgFqR7QagD4AvAUQA2M1xXPt25CAIgiBaCZHAdtAUcZ2RTQ93UnqCs4i+2wZe4C1MzqwR2OfPnwcAzJkzB0uXLoVKpcKNGzfwxhtv4Mknn8TBgwdRWVkJALJN0AAbGZzliPpfB7Ws/npMpwgoJRwgXM3OQ1apKSPBWaXC2G7SIs9lVTU4ciWFmZObHl5SXo0DpxOZuZlWmJvt378f+fn5zV7X2pw6ehNXL7CHKMuenijpEKWt0Gn1+PcL65nUdv8QHzz6GqWGE4SjcVcJbEEQ3hQE4aAgCLmCIFQJgnBFEIS/APgQgAuAVRLWGtTQHwDXm72ZIAiCaNdYilTHjGDXGEuZsT3Tw8sNJTCYtStzUbrBRena7H0XLlwAACxfvhzffvstduzYgdGjRyM7Oxvff/89lixZgs8++wxFRUX1QsdoNEoW25eLbzPjaG9p9dd63oiz+ewaUvtfHxH1vx7XwvTw0ZGd4OqkbuTqRta4kAidwXQg1NHPC30jgiWtUcfOo1ehN1srLMALQ3o3/Zykp6dj8uTJGDhwIF5//XVcv279xyZ71OXXYTTyWPvZAWZu6Khu6DMwwm6PaUs2frIPaTeymblnVz8ENw/rDfQIgmgd7iqB3QRr7vw9tk13QRAEQbRTHNODU8uLBLY9Dc600tPDgdoabKVSCT+/Wsfxe++9F7GxsVi3bh1iYmKQlZWFv/71r4iOjsb777+PmpoaKJVKSVFFXuBxpZSNYPeRaHB2uTAHVWb1137Obuji6Wv1/fmVlbiab3qOattzdZK0B3ukh08d1FNWhJbnBWw5JDI3G98XCkXTa73//vsAgMzMTLzzzjvo27cvlixZgoMHD0Kn04keo1ZQZ2RkwGAw2KxcoCEO/3YZt5Jy68ccx+GRpyfa7fFsya1rmdj46V5mbuKcoRg8PqqNdkQQRFP8UQR23Tue/QrTCIIgiLsIsYhwUIFtFDuIe9ntseTUX5eWlqKwsBCdO3eGv7/JEM3T0xMLFizA6tWr8eSTT6Jjx47Izc3Fu+++iwceeAAbNmxAUVGR1XtLryxCud5k6uWhckYnN+vFMQCcyhWlhwdK638tjl73CQxCB9fmI/x1JOcXIqXA9H9WKRSI6S6tFVZ2URnOJrMHDdMGy0sPP5uQgYycEtN+lApMG9O72fv0+tpDisjISAwaNAgGgwHr1q3DxIkTMWHCBHz33XcoKKgtNVAoFNBqtXjkkUcwb948Sd9zKej1Bvywhu0AO/6+PujaPcguj2dLjAYj/v3iBhgNpui+T4AnHn9jZhvuiiCIpvijCOwRd/5OafIqgiAIggBgKbAdE62xhBlrFPYT2IW6XGZsjcC+caPWrblnz1oTKXEK8JAhQ/DZZ5/hp59+wrRp01BaWor9+/fjueeew+rVq3Hr1i2LNRtCnB7e2zsECom16CdF/a+ltucS11+Pk9ieSxy9Hta5I7xcpPWt3nWWTceO7hSETgHWu6Cb8+sBtk/0+CHd4OvV/IHBypUrERISgsrKSrz55pv48ccfMXXqVKhUKhw7dgyPPvooBg4ciNdeew2ZmZnYtGkTDh06hLS0NPj6SjsUsZY9W84hJ7O4fqxUKrDkL+Pt8li2Zss3h5F4kX1tLn9nDjy8rT+8IQiidWl3ApvjODXHcT05jusqmu/NcZzFb2aO4zoB+PTOcF1r7JEgCIJo7zhmxFqMVlSD7az0tttjFYoi2B2sENgXL9aKtOjo2rZO4rpqnufB8zxGjx6N7du348CBA5g6dSpyc3Px/vvvIzo6Gn//+99RWFhosbY5YoMzqenhBp7HmTz59ddGnsdRUXsuqfXXe1uYHi4IAnaeYQX2tMHy3LELSytx5FwyM/ene/padW/Pnj2xZs0aZGdn45NPPsGMGTOwYcMG7NixA0899RRCQ0Nx+/ZtvPvuu4iIiMBzzz0HAPjLX/4CoLb+3pbUVOuw/psjzNzUmYMQHGYfMW9LslLz8eP7u5i50dP6Y9QU8uwlCEdGWv8KO8Fx3AwAM+4M6/J1RnAct/bOvwsEQXjhzr9DASQASEOtO3gdcwD8leO4QwBuASgH0BXANADOAHYB+Jed/gsEQRDEXYVYYDtmRLvGWMyM7SmwxSni1gjsc+fOAQD69OnT4NfFNbfjx49HSEgIRo0ahZ9//hmJiYlYtWoVcnJy8Pnnnzf6OJdLWmZwdqUoB5UGU32wn7MrIr06WH3/xdwclGpNKerezs7oF2h9+vHt4lJcy2brtyf06Nr4DQ1wIzMfyTlsv+r7Bspr3xQbdxVGoynboFOwDwb2tO45FQQBEyZMwDPPPINPPvkE7733Ht5++21MnDgRI0aMwLJly7Bnzx5s374dp0+fRnFx7Wv422+/hVKpxJQpUxAYKK1/eVNs23gKRYUV9WONRo35j0rq3NomCIKAj1/eCJ3W5Avg7uWKJ9+a3Ya7IgjCGhwlgt0fwMN3/tx7Z66L2Zw1v00OAdgCoDOABQCeAzAOwO931pguCIKu8dsJgiAIojHah8DW2DOCrWVTxDtomheQ165dA2BKEbfGxKpHjx7429/+hu+//x6zZ9e+/Xt4NN53WWvU43ppDjPXV2IEW5weLrX/tbj+enR4J0ntufZfZ6PFA8ND4O8hzTZGHL0e2TMCvu7S04h5XsC2w5eZuRnj+1r9fHAcBxcXF7zyyivo3bs3PvzwQ5w4cQJKpRKenp4YOHAgVq5cidjYWIwcORIGgwFKpRInT57EsmXL0KtXL6xevVryvhuiorwaP39/jJl7cN4wdPB3/D7eezeexMVjN5m5x9/4E3wD7GdkSBCEbXCICLYgCKtgZQstQRBS0cAnHUEQjgA4YnEDQRAEQUhEaDcRbLYG21kpr962OfS8DmUGk5jnwMHHya/Z+7777jvcuHEDvXvXmmNZI9J4ngfHcejbty/Wrl2LJUuWoFOnxt24r5flwGDWpzzExRsdNO7NPjpWRxkAACAASURBVI45J3NF9dcS23MdTmUFdozk9lxsr+lJvbpJut/I89h9zjbp4fFX05GZZyo9cFIrMW20NLdqQRAQGBiIr7/+GjExMXjsscewZ88edOxY21fc1dUVpaWlOH78OADghx9+QHx8PLZu3YrU1FSUlpY2tbzVbP7xOCrKquvHbu7OmPPwKJusbU+K88vwzVtbmbkBY3pg4pyhbbQjgiCk4BACmyAIgiAcCoE147Lsi+0YWAhslX0Etrj+2tvJD0qu+Y8QXbp0QZcu0pyw66LcdfXa99xzT5PXiw3O5NRfx+eK6q8lGJwVVFXhSh4b3R8jweCsoKIS59KzmLmJPaWlh59Juo380sr6satGjXHR0taoY6uoNdc9Q7rBS2KvZY7jwPM8Bg8ejJdffhlvvfUWVq1ahU8//RRKpRJOTk745ptvAACzZs3C/PnzMWXKFCxatAj79+/HM888I2vv5pQUV2LLhpPM3OzFI+FphVFbW7Pm/21GRanpYEDjrMYz/3hIVrs1giBaHxLYBEEQBGGB2GjJMQV2tYFta+Ripwh2oZZNwe7gZF2NbJ1IliMMrL1HXH/dxztU0uOI6687SKy//j09lcl3iPYPgL+r9endB64nM/dHBQUgzEeaG7w4PfyevpFw1aglrQE0bG42Y7x15mZiFAoFFAoFXn75ZcTFxeG7777DlClTMHv2bOj1eqxZswZAres4AHh5eWHgwIHo168flEqlrMc0Z+N3R1FdZfq+evm44U8Lhrd4XXtz+sBVxO04z8wtfnEagjs1nzFCEIRj4JifGAiCIAiiDREgimCj5R/4bY0gCA2YnNlHYBfoWIHtZ6XA5jjO7lG3lkawLdpzSay/Piyqvx4rMT1cXH89sZe0yLNWb8CBi2yK+dRB8tLDdx5lzc0iQnzRv4e0AwtzeJ6Hq6sr1qxZg4CAADz++ONITExEbGwssrOzER0djVGjalO2655zW4jrgrwyxG6KZ+bmLRsDF1dNi9e2J9WVWnz2ys/MXGSfMMxoB6ZsBEGYIIFNEARBECIEwcBOWJEO3dpo+TIIZpF2FecKlUJa32RrkWNw1hoUaStxu8p0yKDiFOjlFSJpjRMNCGxrMfI8fk8TteeKiLD6/rLqGpxMYR9/ssT667irKaioMYvAe7hiWHdpNeTAHXOzQyJzs5g+LTogUSgUEAQBPXr0wPPPP4+SkhK89tpreO+99wCgvkWXwWBoahnJbPg2DjqtaU2/AE9MnzXYpo9hD378107kmfXrVigVWPHP+VCqHO+AjyCIxnG8TwwEQRAE0eawKeKOGMEWR69dVPbr61uglRfBtjfi9PBunoFwVlqfGq3njZb9ryXUX1/Jy0VRjalW1sNJgwFB1gv8I4m3oOfNIsYdfBAZYH16OgDsOnuDGd87oDtUSunxk7MJGbhtZm6mVikxRaK5WUPUCfQXX3wRZ8+exc8/10Zovby8sGTJEgCASmW7j6M5WcXYs/UcMzf/0bFwkpEy35okXc7Atm9Zr94Zj8Ugsk/HNtoRQRByIYFNEARBECIEQc+MOU76h3NBEJCcX4nCCi3UKgW6+rvDy8V2H/KrDYXM2EVpR4EtShG3dwQ7JycHrq6u8PRsuiXRpeIMZtzXR5oYuVKY26L66yNpqcx4dHgnqCS059qXkMSMJ/WKtPpeACirqsHRq2yK+tTBvSStUcdWUfQ6ZnAkvCWamzUGz/NQKBT4xz/+AXd3d/z3v//F3LlzoVAoYDAYbCqw139zBAaD6YAsKNQH9z44wGbr2wOjwYiPXtoAnjdV4wd29MXi56e04a4IgpALCWyCIAiCEGEhsGG9MK7RG7H53G38eCIN13PK6+edVArc3zcES0dFIDpUmolVQ1QbWYHtbCeBbeANKNblM3PWmpzJ5cUXX4SLiwv8/Pzw2muvwdW1YefnS+L6a2+J9dcNtOdqSf/rcRLcw2v0BhxNSmXmJvWUJrD3XUiE3mgSk+F+3ogOl/69KSmvxuEzbB33jPF9rL5fEIQmn7c6Z/iIiAh88803eOmllxAUFMR8zRZkZhRiX+xFZm7hY+OgVjv2x93ta+OQdJl9LS9/Zy6cHbxmnCCIhnHs3zgEQRAE0Qbw0DFjzsoa7OJKHZZ9H4/z6SUWX9MZeGw+dxtbzt/GWzOisXBY472drcEigq2SllpsLUW6PKYvuKfKBxqlfWq9AaC4uBg//fQTAMDFxQXvvvtug9cZBR5XSjKZub4SDc5O5LD101LSw4urq3EhJ5uZGyfB4OxYchqq9aY64UAPd0SHSBPHu86y7uFTBvWQVTO96/drMJiZm4UFemNQr6azAc6ePQsXFxdERUXVP6a1rvHdu3ev/7ctBfZPXx8Bb/7/6NQBE6bKc0FvLfKzivHj+7uYubH3D8CQe1qenk8QRNtAApsgCIIgRFimiDcfSdIajI2Ka3N4AXh1yxV4OKvxQD9phlzmVBvZFl2udhLYBTpWRPprgiXdLxZdgiAwc2IxVlVVhdGjRyMpKQkdOjT+f7pVUYBKg7Z+7KV2QSc365+DhuqvR0gwODsqas/V088fge7uVt8vTg+f0LMrFArrxXFuSQXOJrP7l5MeLggCth1m08MfjIluViQvWrQIYWFhmDRpEsaOHYv+/fvD2dl08NJcVLuOuvTxlpKRWoBDu9ke3gv/HOPwBmFr/t9mVFeaXsduni544s1ZbbgjgiBaCglsgiAIghAhCGwEW8E5NXvP1vOZzYprc96KvYYp0UFQyzCkAoBqQwEzdlHaSWCLDc4k1l/Xiaw6IdVU6y5BEBAaGoq4uLj6exrjYhFbf93HJ0xS9PZyYQ6qDKaDFD9nN3RtQf21lPRwg5HHoZspzNxkifXXe87dgGCm8KM6BiAiQHqbtos3s5CaZTqsUSoVmDamd5P3rFu3Djdu3MCNGzdw4sQJREVFYfTo0Rg/fjyGDRuGgIAA5kCloe9L3bytItjrvjrM1DCHd/HHuMnRNlnbXpzafwXH97CHAo/8dTp8A5r2HiAIwrEhgU0QBEEQIgRBy4y5ZgS2IAj48WRak9eIyS/XYu/VXEzrKy0iXEdrpYjna9kItp+ECHZVVRWOHTuGkpISZGdnIz8/HwqFAv7+/ujcuTMiIyMRFhYGNzc3ALXPo/FOTbFCoWhSfF0qYQV2P4kGZxbtuYKsr7/mBQFxIoEdIyE9/EzabZRW19SPvVycMbiTtPR2y/Rweb2vt4ui12MGdEEHL7cm79m2bRsAoE+fPigqKsKZM2dw7tw57NixA8OGDcP48eMxevRo9OjRwyJ9XBAEKBQK7NmzB+fPn8dDDz2Erl2l9f4Wk5aShyN7rzBzix8fD6XMw6vWoKZKiy9e38TM9RjQCVMXjWqjHREEYStIYBMEQRCECF4ssNF0ivjt4mpcySyT/Dg7L2fJFthVRjaC7aryk7VOcxRo5aWIb926FWvWrEFcXBxqamrFpFKprI9auri4IDg4GH369MG4ceMwe/ZsBAQEWB3RFBucSa2/PikS2CMk1F9fzc9DYXVV/dhd7YSBwdan+++7nsyMx3fvIqm11q3cIly/nVc/5jjgvoE9rL6/jooqLfafvsnMPRjTtLlZdnY2MjMz4ezsjJdeegk9evTAr7/+ip07dyIhIQHJycnYt28fBgwYgHHjxmHcuHEYMGAAXFxc7uyVg06nwzPPPIOUlBTExMS0WGD/9PWRegEPAJ27BWL0BHlu6q3Fho9+Q26GKXNAoeDw9HtzbVqTThBE20ACmyAIgiBE8EINM1Yomjb1KqjQNvn1xiis0DV/USNUWaSI20dg50mMYPM8jy1btmDhwoXQ6XQIDg5GaGgoysvLodFowHEcKisrUVJSguTkZFy/fh07duzAl19+iXnz5uGpp56Cl1fTLuvl+hqklJuczTlwiJbgIK4zGnEmX9T/WkL99ZFU1j18ZHg41Erran0FQcCB6y1rz7VbFL0eEtkRAV7W13/XsffkDWh1ZkZrHTwwrE/T5nvZ2dmoqKiAu7s7fHx8MHjwYAwePBhPP/00tm7dii1btiA+Ph579+7F0aNH8euvv9anjw8ZMgTBwcGIi4tDSkoK/Pz8MHLkSMn7Nic1KRdx+64yc4sej3FooZqemIPNXx5k5h5YNg6R0dTzmiDuBkhgEwRBEIQIQSywuaYFtkamkZJGLe8+PV8NPV9RP+aghLPSW9ZaTaE11qBUb0pF58DBr5kWXZcvX8Yrr7wCg8GAxx57DPPnz8fIkSOh0WhQXV2N/Px8ZGdnIzU1FdeuXcPRo0dx+PBhXL58GQkJCSgrK8Orr74K9yYMw66U3Gaczbt4+MNDbb2z+aXCbFSb1V8HuLiji6f1bc7E7bmkpIdfycpFTpnpe+eiVmFkF+vFvSAI2H32BjMnNz1cbG42fUxvKJsRpnq9HleuXIFGo0HfvrUO3UajESEhIXjqqafw5z//Gb/99ht++eUXHDp0CGfPnq1PHx86dCgmT56M77//HkBtO7aWsk4Uve7SPQgjY+Q9H62BIAj47JWfYTSY/AU6BHph8QtT23BXBEHYEhLYBEEQBCGCF6qZsYJzafL6CD9XuDkpUakzNnmdmN4h8syMqgxsX2pXlR84zvYRO3F6uK9TAFSKpnuC//7770hMTMTSpUvxxRdfQKlU1tdVu7i4IDw8HOHh4Rg2bFj9PZmZmfjiiy/wr3/9C6tXr0ZgYCBWrlzZqEHWxeKW1V83lB5ubf11aU0NzregPZfYPXx0ZARcnKzvs34tIxfpBSYzPbVSiYn9pEXAAeBmWj6u38qtH3MccP+45k3Bhg0bhq+++grXrl1DWFgYBEGAUqmsd4dXq9WYPn06pk+fjvPnz2Pz5s2IjY3FtWvXkJKSgr1796KoqDY1+vHHH5e8b3NSk3JxdD8bvV7s4NHrQ1vO4NIJ9jXwxJsz4epuv9Z3BEG0Lo77G4ggCIIg2ghLge3a5PWuTirMHCitBpgDsGCo9ZFLc6oMeczYVRUga53myNNmMWN/TfN1xidPngQA/OlPf4JSqYROp4NSlD4tCAJ4nq93CQ8NDcXrr7+OVatWAQDWr1+P3NzcRkWv2EG8pf2vRwRZ35P89/Q08GYR0+6+HRDs4WH1/ftF9deTekoTx7tE0evRURHwdJUuzrYfYaPXQ6M7IdjPugOfxx57DB9++CEzZ+4IXnegMmDAALz99tvYvXs3PvroI9x3333QamvLKRYtWtRsKUBz/PTNEWbctUcQRjhw9LqyrBrfvL2NmRs0ridGT+vfRjsiCMIekMAmCIIgCBG8UMWMuWYi2ADw8MgIqCT0MZ7SJwgdfZsW7o0hjmC72Ulg54sEdoAVAru4uBgA4O/vDwAW4howiTHzSKNGo8Gzzz6LUaNG4eLFi7hy5YrFfQDACzwulbD101Ii2FqjAWfyM5k5KQZnh0Xp4eMirI9ep+QXIaXAZGylUigwrrv19xt5Hr+dF6eHSzc30+oM+O14AjP3gBXR6/p9GE2ZGg0dgtR9z3mehyAICA4OxpNPPolvvvmmPp37ueeek7xvc1KT83B0/zVmbuFjMZJatbU2P36wC8V5JjNElZMST74126H3TBCEdEhgEwRBEIQZgmAQtenimk0RB4DIAHd8MLcfrNHYPYM88N7MvrL3WGkRwfaXvVZTiCPYAc7NC+yoqCgoFAp88sknABoW2A2h0+ng6uoKpVIJvV4PX9+Ga6JvVRSgXG+qkfdQO6Ozu/UGb+fzs6A1moy9gl09EO5uXf260EB7Linp4ftF5mZDI8Lg5WJ99PlccibySyvrx64aNcb27mL1/XUcPpuEskrTa9zbwwVjB1rv5G3t97Su77nBUPt8b9u2DVVVVRg5ciT6929Z1HbDtw3UXo933Oj1rYQs7Fh7lJmb8+REhHaxz+EYQRBtBwlsgiAIgjBDHL1WcK5WR5ge7B+Kr5cMRphPw4JcwQHT+wZj4xMj4OVifd2tGLHAdlM1bTwml7wa6SniCxYsAM/ziI2NxZtvvonExMR6gVXX59poNDLiqK52FwASExMBAJ07NyxcxfXXfb3DoJBQf26ZHm59/XVCQT7yq0wC102txuCQUKsfW5wePlFierjYPTwmuquk+u06dhxhswPuG9kLTmpptjzmPcubQ6VSged5fPTRRwBaHr1Ov5WPI3vZ2uuFfx7nsJFgQRDw+Wu/gDeajM0CO/rioacnteGuCIKwF2RyRhAEQRBmGPlKZqxQuEm6f0KvQMT0CEDczXzsuJSF/HItNColokI8MW9IR4R4Nx8Nb44qfS4ztkeKOC/wyNexZl7WpIj3798fq1atwqpVq/Dmm28iPj4es2fPxj333IPw8PBGU8Z1Oh1effVVZGdnY9SoUfD2bjiqbGFw5ivN4OxELmtwNlxC/fVhUXuuEWHhcLIymptbVoFLmTnM3ISe1keN9QYj9l1MZObkpIdn5Zci/ir7HDSVHm5uNFdVVYWcnBxoNBqEhoZaHckGgJs3b0Kr1aJHjx6YOXOm5H2bs+HbOLbvdWSgQzuHH9pyBldOsYcrT6yaCY2LUxvtiCAIe0ICmyAIgiDM4IVyZqzkpPcXVio4jO8ZgPE97ZP+WWlgBbar2vYR7BJ9IfS8KY3YRekGd5V1plQvvfQS3Nzc8Pnnn2PXrl3YtWsXFAoFIiMj0bdvX/Tr1w+RkZFwc3NDfn4+Lly4gIsXLyIuLg7BwcFYsWJFo2uLDc6k1F/XGPS4kM9G5UdKENgW6eES6q8P3mAFVt/QIAR6Wv/aOn49DWVVZmndbs4Y0dP6vdex8ygb+Y3qEoiuHRtPsec4DoWFhfjoo4/w008/wdXVFTU1NRgzZgyeeOIJxg2+KXr27In169e3OMqcmV6Iw7+xBm0LHhvnsM7hleXV+PYd1thsyD1RGD65TxvtiCAIe0MCmyAIgiDMsIxgSxfY9qZCJLDd7ZAinl/DGoEFaEKtFkfOzs54+umnERkZiQ0bNiAuLg45OTm4efMmbt68iU2bNtVfq1Kp/j97Zx4eVXX+8e+dPclk3/eNJOwkEELCjuwgi0BFiohaF2q1lVbxJ2JFW7VFUGurVutaBS2CGFD2fQsEQkiAhCyQhez7Pvu9vz9CZubeLHPvZJIMcD7P06eeM/fce5JMhnzP+77f15hCHhYWhv/7v//DsmXLurxvk1aFmy0mgzcKFEa48XcQT6suhZY2pTUHK10RpOR3aNCk0eBSBVucTwkN4/1sbnsuIdFrANh/iW1uNmNUFKQCIsgAQNMMfj7JFtgLJvdsbnby5Els3rwZP//8s3FOJBLhxo0buHTpEt5//31MnTqV1/OTkpIE7bcr/vfVKdC0KXodEuGNidOH9Pq+fcV37x9AXSXb2GzN60vtNp2dQCD0HiKwCQQCgUAwg6abWGMxxb8FU3+gNbRCR7cYxyJKCoXY3ebPqdSwBbavgn+tMdDuCr5o0SIsWrQIVVVVSElJQVZWFgoKClBeXo6KigoUFxeDoiiMHTsWkydPxty5czF8ePeCj5sePsjZB0opf5OwlE79r/lHgM/eKoaeNtXQRrp7IMiFpzhXqZFayHY+F9KeS6XV4fhVdgR8zmjh6eEXrhWjotaUoSGXSTArqefU6tdffx3Hjh1DaGgonnnmGYhEIpSWlmLv3r3IzMzE888/j61bt2LYsGEWn99dX3O+VJTV4/DPGay5FY9PttvodcmNSvz0+XHW3NKnpyMgvG9MCQkEgn1ABDaBQCB0g95AI6OkETUtGiikYgzxc4aPi/B+s4Q7CwM3RVzErzdwf9GqZ9fxOkl8QAkw+eJLpZotCH3kwgQ2a62PDxYtWoSFCxdCq9VCo9HAYDDA1dUVOp0ObW1tcHe3fEjAFdixAuuvz3ZhcMaXE9z2XALcw0/kFbDEeYSXByK8u3ZJ74qT126iTaMzjr1dnTAmUljvbwD4+RTb3Gza2CgoHeXdXr9r1y4cO3YMI0aMQHJyMsLCwgAAKpUK48ePx/PPP4/MzEx88803+Nvf/gaaprsVu3q9HhJJ7/7s3P7VaRjMjMICQzwxZaZlYT8QMAyDT177EQa9ab9e/m546DlibEYg3O0QgU0gEAgcmtQ6/PdsIbadL0ZZo6kdkJiiMHOoL34zKRxjw/j/cUy4szBwItgikX1FsDsLbL8+eU4lN0VcYAS7KyiKglwuh1xuEnXccU9crmdHoEe58xfIrTotMmvYpm18I9jt7bm4/a/DeD+b6x4uPD08lzWeHRsNkYCe6wDQ3KrGiYvsNPUFk3oWpx2t1l555RWEhYVBr9dDJBLBwcEBy5Ytg0qlwurVq7F582Y8+eSTiIw0fV0dgjo3Nxfe3t68DlB6ora6CQd3p7Pmlj82CWKJsDT5/iL1yDVcPM7uNf6bDYug6OFAg0Ag3B3YZ04NgUAgDBBlDSos+egsNh/MZYlrADAwDPZfq8CD/07Bl2cKurkD4U6HK7DtLYLdomMLbKXU9gKbYRhUatgRbD+F8IipLdHTBlypZ4v+OA/+Aju16hb0jCmaGO7sDj9HfocnObU1KG8xpeUrJBIkBPD7fmh0epzKL2TNzRAgsFvUGpzOYn/ezBkj3DH7YEoONDpT/bm/lwtGD+k+A+DmzZu4cOECPDw8jK7fEokEIpHI6OC9cuVKLFq0CDRN44MPPmCt74hWr1y5Ep6enjh//rzgPZuz45uz0Jnt39ffDdPnWt9Lvi/RanT4dOMu1tyIxEGYsnD0AO2IQCD0J0RgEwgEwm1aNHqs/iIV+VUtPV7HAHh9TxZ2pZf0eB3hzsRAN7DGYhG/Otv+okXHjsIqJf42f0azvgEqg8nsTSqSw03avdN0f5DbVAmVQWsce8icEOTIPyp6jlt/7W+9e3hSUAjkPNOdUwqK0aY1S+9WOmFEAP9DkWNXbkCrNwnLQE8XDA8RbmrHTQ+/f9KwHqPgGRkZ0Ov1mDp1qrGPdQcdddQikQgPP/wwHB0dsXv3bpSWth+AdJjWZWRkIC0tDe7u7rzdxruisb4Vv+y8yJr71eoJkEjtM3qd/PkJlBWazPhEIgq/fYMYmxEI9wpEYBMIBMJtvk8tRp4FcW3O23uvQ2dWD0i4OzDQjayxRNR1P+aBokXPdrJWSm0vsCvU7FpnX3kgRH1Q5y0Ebv11nEeIIMHCrb8W0p6rc/11GO+1R7pIDxeS3n2Akx4+Jy5GsFC7WVqLrJts5/n5k3tOD5dIJGAYBgqFAiqVqtva6kWLFiE6OhpFRUU4fPgw67VPP/0UAPD8888L2i+Xn74/D43adEjh4eWM2QvjenXPvqKuqgnffXCANTf34QkIH9r7EgsCgXBnQAQ2gUAgoL19zbfniixfaEZVswaHsiotX0i4o9DbeQS7mRvB7gOBzTU48x3g9HAASK/j1F8LMDhr1KpxrY79u5royy+9vEWrxcUydmo6X4MzA03jaM5N1pyQ+uuGVhVSrrM/l6xxD//5JDt6HT80GP5ePZc+6HQ6aLVa3LhxAw4ODl1eQ9M0JBIJnnzySQDARx99BJVKBYlEgtraWmzduhUA8Nvf/lbwnjtobVFj9//Y6eVLH06CTC61+p59ydd//xmqFlO/cqWrA1a9MG8Ad0QgEPobIrAJBAIBQF5VCwpr2wSvO3CtwvJFhDsKg6GeNRbbWwRbx4lgSwJs/owKtX3VXwPAZY7AjhVgcHa+ohg0Y+qdHOPmDS8HJ15rz94qgs4sPTrMzR2hbvzeExkl5ahtNX2uKOUyjAvjfzBwJCOf7T7u64GoAGGp+noDjX1n2GZb91uIXgPAkiVLcOrUKTz77LPQaDRdXtNRj718+XIMGTIEFy5cMEaxv/rqKzQ1NWHFihXw8rK+vODnHRfQ0mzyw3B2dcD8pfFW368vyb96C4e2sw8DVq6dC1cP5QDtiEAgDAREYBMIBAKAulat5YtsuI5gv+hptsCWiOzHMV5raIaWNrURE1EyOEpsXxtdyU0RVwhrh2VrytsaUKE2pe7LRBIMdeV/sNC79lyFrPFUAenhXPfwyVHhkAlwvT6QnsMaz46LFpwefi6zEHWNJpHvqJBhWnyUxXUMw2DChAlYuXJljy7vNE3Dw8MDc+fOBQBs374dBoMBX3zxBQBg7dq1gvZrjlajw65t51hzix9KhIMdOnEzDINPN+4yGsABQPAgX9y/etIA7opAIAwERGATCAQCAAeZdWY5DnZqskOwHgNdxxpLxPYjsJs7Ra/9bN4Dm2GYLiLYAyuw0zntuYa5BkAm5t9pNIVrcCagPRe3/noyz/RwhmE61V8LcQ+vbWrFhTz2z8Gq9PBT11jjmYnRUPBIr6YoiiUWu0Msbv8MXLZsGZRKJVJSUrBp0yZkZ2dj9OjRiI+3Ptp8YHc66mvN3NsdZFi4PMHq+/UlZ/dn4so5dhu0p157wG6N2AgEQt9BBDaBQCAAGOSjhKMVIntUsH2lDxNMMAwj2ISOYRjoDWyBLRZ52nJbvaJZx64Fdpba3jipQVcLNW2KeMpFDnDvhYN4SVslKtW1vMRad3RKDxfQnqta1YqcBjNHZ4riXX+dX1eHsmZTxoBcLEFiEL90+RvVdSiqM9XzS8ViTB4Uxm/TAA5l5LHT2gO9EeYr7LCnsVmF0+nsGvD5FnpfmyMkWp6YmIiZM2fi5s2beOuttwD0Lnpt0Buw45uzrLn5S+Ph4upo9T37Cq1Gh8//msyai586BPHThg7QjggEwkDC//iXQCAQ7mKUcgkeiAvE1vPFli++jVRMYfnYgY3sEdjoDTQOZ1fh23NFSC2og9ZAw0EqxtQYb6xKDEVSpGePooFmmsHAlPYvohwgFtnPH/TNOnZEsy8Edrma/TvgpwjuVXuhrwr2IKU2Ey5SJ0QpQ7AydB5iXPg7eAOdBbaQ/tfc9lzDPHzhKlfwWsuNXicGBUEh4WeuxU0PTwwPhlLBP7X5QDrbPXx2XDTvtR0cXtzzRQAAIABJREFUPJcDnVmLryBfN4yMsn3NvsFggFgsxuOPP46DBw+itbUV3t7eWLlypdX3PHk4CxWlpnINqVSMpQ8n2WK7Nufnr0+hvKjGOBaJRXjiz4sHcEcEAmEgsYsINkVRyyiK+idFUacoimqiKIqhKOpbK+8VRFHUFxRFlVEUpaEoqpCiqPcpiuLfLJNAINyTPDYhHDIJ/4/FZWOC4KW0v1rAe5WyBhUW/OsM1nybhtP5NdDejl6rdAbsu1qBX392Ho98kYoms3Y/XPSGGtZYIhrY3s9c+iOCXaHqLLB7Q35Lez13k64VafXZEAkU6y06NXKb2A7gQiLYtm3PxS89HACO5nDac8VE8F5b2dCC9Jvsn7U1AvsXTnr4/IlD+6QXc0eaeFJSEmbMmAEAePjhh62+H8Mw2P71adbcjPtj4ends/P5QNBU34rv/sFpy7VyPEKjbe/uTyAQ7gzsQmAD2ADgWQCxAEotXNstFEVFAkgD8BiAVADvAbgJ4A8AUiiKsp88PwKBYHcM8lHi/eWxkPDoUTsu3AOvLeCfaknoW2paNHjo03PILm/q8bpTeTV49ItUqHWGLl/XcQW22N4Ftu3dvbkRbP9eCOx6bROqNaYopIQSI8xJmPDIrC8BDVOqdITSG24y/lkFKZ0MzvgJ7DadDhdKOe25wvgJ7MqmFmSWsjsMTIvhX399+HIuzDPqh4X4IshLWDlKQWktsgtMBxMUBcyb2Lcpyx4eHvjuu++QnJyM1157zer7pKXcwM1c0/ePoigsWzXeFlu0Od/94wBaGlXGsaOzAg//ae4A7ohAIAw09iKw1wKIBuACwPpmicBHAHwA/J5hmMUMw/wfwzD3oV1oxwB4s9c7JRAIdzXzRvjjq8cSEO3bdVsVhVSE1Umh+PrxBCiIeY3d8NbebBTX8Wuzdqm4AZ+dutnla3ravgV2EydF3EXWBxFsjoO4v4OwdG5z8prZYj1CGQipSFj/4vQ6tkAWEr0ubWlEYbNZmrFIhAQffocSKbeKoaVNBzEhLq4Id+OXDHeME70eEeALXxf+rZpskR6+93QWazxmSDD8LPS+7i16vR4KhQILFiyAi4v1z+JGryfcNwRBofb1uwgAZYXV+PnrU6y55c/OhJun8wDtiEAg2AN2UYPNMMyxjv+2NnWJoqgIALMAFAL4kPPyawCeArCKoqg/MQzTat1OCQTCvcDEKC8ceH4yUgvqsPdKOWpbtZBLxBgW4IKlo4Pg6ihMIBD6lrpWLfZklFm+0Iyt54uxZkokJGL2ObPeUMUaS0Tevd6frdDTarTpTfujILJ5D2w9rUeVhh219VfwF7RccjkCe5BS+L0u9aL+mpseHusVAEepjNfaTunhPKPXAHAkh32AM33wIN5ry+uakFFYzpqbGStMYBvozr2vhZibWYtE0vs/K3OzSpFxkf29f3D1xF7fty/48u090Jtlw/gEumPxb6YO3IYIBIJdYBcC20bcd/v/DzIMw7KNZRimmaKoM2gX4IkAjvT35ggEwp0FRVEYF+GJcRGkssTe2ZNRBp1BmEN1eaMaZ27UYko0W0DrDOxaX6nYp9f7sxXc6LWTxBdiET+xyJdqTRkMjEkwuEo94CjhH3nlktvMFrjRzsKi4TragCv17K97tAf/e3Tufy2kPVcha24yz/7XLWoNzt1kHwoIac918HIeazwyzB8BHsKiwRev3UJ1vam9lYNciqnx3Yt8hmFYAQ7zMU3TEIm6TnjU6/WQSCQ4ceIEysrKMGnSJATxdFnvju1fn2GNR44JQ8ww22dq9JbstAKc/uUya271S/dDpiAHsATCvc7dJLA7mkPmdvN6HtoFdjR4CGyKotK6eWmw8K0RCAQCoa8oqeeXGs6ltF7VaU7HjWDbkcBu1rJTt11ktnewL1OzBWlvotcMw3QS2DHOwu53vbEcatpkSuclVyLIkV+aNsMwOFvOfv4Ef34Cu6ChHreaGo1jmViMpCB+ez99owg62nTOH+rhhkhv/u21Dl62QXr4GXZ6+H1jo+Co6P4wpkNMNza2f82urq5obGyEq6urUVzTNA2KolhCvCNivWrVKkilUgwfPhzvvPMOoqOF7xkAykvqcOYoe+/2GL1mGAafcdpyRY0MxtTFYwZoRwQCwZ64mwS26+3/b+zm9Y550rSWQCAQ7iKsLy3qPKfvFMH2terefUGjjh0VdZFaL367o1LNjhb7K6yvv65Q16BZbzr8cBDLEego7Pt5iVN/PdojlPfP+0ZTHSpVZlFciRRxXvwiodzodUJAEByl1rXnui8mkveeS2sbcbWIbY42MzaK19oOWlVaHL/AjoLP7cHcjGEY7Nu3D99//z0KCgqQlZWFkSNHIioqCoGBgRg3bhymTJkCBwcH1pqOryk9PR0lJe3vm4KCAiQnJ3f5HD78uC0FNG3KRgkf5Iv48fzT6/uLcwevIOsCuwzgN68s6jbSTyAQ7i3uJoFtiY5/3XjlETIM0+Ux5O3I9mhbbYpAIBAIvSPEw7o+1aFdrOucIm4/ArtJyxHYMtsL7Ll+DyHRcwbKVUUoVRUiSjnc6nvldKq/DoaYEiZA0jvVX/MX/Cmc6HW8dxBkYn7GhCcKrau/1hkMOJnHXjt9MP/2XIcz2MI4NjwAvm7CDLOOX8yDWqs3jn08lBgzpOtsB41Gg7fffhtvvvkmDAZTacCJEydw4sQJyOVyuLu7Y/jw4XjggQewaNEiBAQEsA4M4uLiUFpaik2bNsHd3fqOqE0NbTiQnM6aW7pqfJ+0FesNBr0BX/5tD2suYfowjJpgXdSeQCDcfdxNArsjQu3azesunOsIBAKBcBewYFQA/vpLFtQ62vLFtwn2cEBiF/X1OgM7eiiV+PV6f7aCG8F27YMINkVR8JB5w0PmjWGu8b26V6f0cJcwQesZhunkID7ak7/APlNRyBrzTQ9X6XQ4V8pOx5/Cs/76YlEpmtQa49jd0QFxwfyN6Lju4bOsSA/nmpvNGT8Eom5aD3777bd444034OfnhyVLlmDEiBGIjIxERkYGDh8+jJs3b6KsrAyHDx/G+fPnsWfPHqxcuRILFy6Es7OzUZT7+/vjvffeE7xXc37ecQEasx71Xj4umDrb+gOevuLwD6m4lWfe/ozCYy8vGMAdEQgEe+NuEtg5t/+/u3+NOnKsuqvRJhAIA0ybVo/ky2U4eK0C9W06OEjFGB3qhhUJIQhyty5KSbj7cXWQYsnoIGw7X2z54ts8khjWSXTQtAoGusFsRgKJyD5aAzEMg0YtW2z2RQTbluQ0F7LGQg3OClpqUK81pZg7SeSIduGXUWCgaaRUsN8PE/zDeK09X1oCrVk0N9DZBZHu/Gqoj3Lac02NDoeYZ9pwaW0jrhWz+1bPGCUsPbyyrhkXs9hfd0+9r//+978DAP7zn/9g/vz5xvkZM2bgT3/6E9LT03Hw4EEcPnwYFy9exP79+3Hz5k00NDTgd7/7HcS3MwLo2zXn1qZIa7V67N6eyppbvGIcpFL7+jNVo9Limy17WXMzfpWAsMG2dfMnEAh3Nvb1ydU7Olp9zaIoSmTuJE5RlDOACQBUAM4NxOYIBEL3MAyDr88WYvPBXLRo9KzXUm7W4qNjN7AwNgBvPTACTvL2jy21zoBfMstxOLsSjap2MT4mzB0PxgfDSykfiC+DMIC8NGcwLhbWIbeyxeK1k6K88OiEsE7znaLXYl9QlH30Olcb6qCjTV+bhFLASWI/BmxcdLQeN5rZ9dxCDc649dej3PmnmGfVV6FRqzaOXWRyDHXn9/3itueaHBrGK02ZYRgcuc5pzxXD3z380OWu0sOFObgfPHsdjFkh3OBwX4QHdt0J4dSpU8jPz8eYMWMwf/58GAwGiMViMAwDmqYhFosRFxeHuLg4rFq1Crt27cKHH36I69ev47nnnkNaWho++OADKJXKXtceH9uXifpa0/vb0UmOeQ/0LoPCGjQaDTIzM3Hp0iXU1taCYRi4urpi1KhRiIuLw/5vzqO2wpQIKZVLsOqFef2+TwKBYN/ccQKboigpgEgAOoZhjEfFDMPcoCjqINqdwn8H4J9my14H4ATgE9IDm0CwP947nIcPjuR1+zoDIPlyGYrr2rDtiUTsvFSCLQdzUN+mY1135HoV3juUi4fGhmDD/UMgl9iHOCL0Pa4OUnz3ZCLWfJuGC4X13V43f6Q/tvxqFKTizoJAa2D3f5aK/W2+T2vpHL0OBSWwnrk/KWwtg44xHZZ5ylzhJRdWn5tWW8gaC2nPdaacvTbJL5R3JPk4p/56aii/+uucyhqUNTYZx3KJGOMj+e856xa7/l9o72uGYbCP4x4+d8KQbq/Pz8+HSCTCyJEjAcAoqimKYkWmRSIRAgIC8Lvf/Q6rV6/G22+/jQ8//BD/+9//MGfOHDz44IOd2nwJ3ffOrSmsuTmLR8PJWWHV/awlPz8fO3bsgFqtZs3X1NTgyJEjOHzgKK7saGa9tuDRyfAOsL7unEAg3J3YhcCmKGoxgMW3hx0Fb0kURX11+79rGIZ54fZ/BwLIBlAEIIxzq2cAnAXwAUVR029fNw7ANLSnhr/SF/snEAjWcyK3ukdxbU56cQOWf5KCzNLurRR0BgbfnCtCYW0rPl89FjKJ/YoQgm3xVMqx/ekknC+owzcpRThfUIc2rR4uCimmDfbGynGhGB7YnU0HoNWzI64yif2kfTZoC1ljV5n17t79wfWmQtZYaP010DmCPUZI/TW3PRfP/tdFDQ0oajSVCUhFIiQF84u8H+G4h4+PCIWjjH9P5E2PzsdTs8fhYHouDmfkC3YPzyuuwY2SWuNYLKIwMzGm2+tHjhwJmqZx+PBhtLS0QKnsHC3viEwzDAOGYaBUKrF+/XpUVlbiiy++wPvvv49Zs2bBzc36Bi2Xzt1A0Q1TezyRWITFKxKtvp813LhxA9u2bTOmundFyeVWqFq0xrGjswLLn53ZH9sjEAh3GHYhsAHEAljNmYu4/T+gXUy/AAvcjmLHA3gDwBwA8wCUA/gAwOsMw9TZbMcEAsEmfH66wPJFZvQkrs05lVeDLYdy8PLc7iM4dwN6A42yBjVUOgPcHKXwdenfqI+9QVEUEiM8uzQws4ROz4lgS4Jsta1e03iHCWxu/XWMwPrr8rYGlKvMUnFFYgx349diS2sw4GI1+7BkPM/6a256eHxAEJSy7vtHm8Otv74vhr97eAeD/L0wyN8Lz8wbL3gtN3o9bkQYPF2dur0+LCwMQ4cORVZWFl566SVs2LAB/v5dZ2109L9mGAZOTk5Yv349Dh06hCtXrqC2trZXAvvHbezo9cT7hsDXv/86qup0OuzcubNHca1ro1FxlR3ZXvbb6XBx7/77SyAQ7l3sQmAzDLMRwEae1xbC1HKrq9dvAXjMFvsiEAh9y626NpzMre6z+289V4w/TI+Co8zyR111swbnbtaiWa2HUiFBQpgH/FztV6xWNamx9XwxvkstRlWzybV4RKArViWGYmFsABRSkiIvBK2BE8EW8xN0/UGDli383GT80pYHipwmdgR5sHOYoPXc6PVwt0DIxfyiwek1pVDpTeUjvg5KRLrwMyk7zhHYfN3DKxqbca3cFIWlAEyNFi6wrcVA0zh07jprbk4P6eEA4OnpiZUrV+KVV17BF198AWdnZzzzzDMICWmP2BsMBohEIlbqN0VR0Gg0iIiIQHh4OGpqalBUVITISP615uYU3azCxbP5rLklK5Osupe1XL16FW1tbT1eU5qhAm1mD+LoIsPi30zt240RCIQ7FrsQ2AQC4d4kp6LZ8kW9oEWjx+7LZXgoofsUz+zyJnx0/Ab2XS2H3mByBxKLKMwa6ovfTo3EyKD+i6bwIeVGLZ765iKa1fpOr10pbcS6nZn477lCfPHoWPj0cx3jnUznFPGuewcPBJ0FdtjAbIQHjboWlKlNB2ciiDBIoMFZWi0nPdwjjPdabv31BP9QXvXBGr0e50o47bl49r8+lss2NxsZ6Adv5/6Lbl7KLkF1vclixkEuxeQ4y6L35ZdfRk1NDd577z1s2rQJx48fx9q1a7F8+XJjHbZ5fbVer4dcLkdzczNSUlIgkUiMNdzWsGsb23d2yIggDBnRv7936enpPb6uaTGgKlvDmguMdYDCkV9mA4FAuPcgxYkEAmHA0Bn49y22lqzypm5fO3q9Eg98dAZ7MspY4hoADDSDfVcrsPTjs9h7pbyvt8mbKyWNePyrC12Ka3Ouljbhkc9TO7myE7pHq2e3N7IXga02NEJtMFU4iSgpnKX2k77OhRu9DlcGQCEWJkbS6gpZYyH9r09z6q/5poenlpZArTf9vvgrlYj24FdqcDSHLbDvG2xdRNdauL2vp8YPgoOi54g/c9tu/JVXXsErr7wCiUSC1NRUrFixAuHh4diyZQsqK9uN17Ta9tpjiUQClUqFzZs3Q6fTYcGCBfDysq6VXVNDG47uzWTNLVkpPDW+t9TXd2+KCACl6WowZv9UyZQiuEWKjN8TAoFA4EIi2AQCYcDwdu77dloaXdci/kpJI3777SVo9D2LfJ2Bwe+/S4ePsxzxYfzSTPuSjXuuQaUzWL4QwPWKZnx9thC/mzaoj3d150MzWugM7IMUe0kRb9CyxZurNBQiyn7/+b7exI62xwhMD6/VtKCgpcY4FoFCnAe/CHiLToOMmjLW3ESeApubHj45NJxX5LtFo8W5Anbk25r6a2tRa3U4doFtFGkpPRyA8Wvz8PDAX/7yFyxZsgSffPIJdu/ejaKiIrz44ot46aWXsHDhQsTGxoKmaSiVSvzwww+4fPky3NzcsG7dOqv3vW9XGjQaUyq/t68rJkwbbPX9+gJ1owHVuZzodZwDRGLrHNMJBMK9gf3+C00gEO564kLcEejmgNIGVZ89w1PZdeTsH0fyLIrrDvQ0g3cP5WLbk/3rbMslq6wJaUU9R1u4bDtfjDVTIiEWkT8Ie6Ld4MyUxSAR+0Ikchi4DZnRoGELbHuvv77OMTgbItBBnJsePsTVH04Sfodx5ytvwWDWCDrS1RN+js681nINzqbwbM91Or8QOoPp0CvE3RWDvIWb7FnLmfQCtKlN0VRPVyeMHSYsJR8A4uLisHnzZixduhT79+/HsWPHcPnyZfz000/46aefWNdGRkZi48aNGD16tFV71usM2L09lTW3cHkCxAPQWtHNzQ3NzV2XK5Wmq8w/FiB3EcE7SgYHBwfIeJrfEQiEew8isAkEwoAhFlH49bgQvHMgp8+eMX9kZ1fckvo2HL1e2cXV3XP2Ri3yq5oxyIffH+t9wZ7MMssXcShtUCGtqB4J4QMffbdnNPpC1lgusR+X7npOBNtN3n/RUaEYGBq5zRyDMxdhBwKXOOnhYzzDeK89Xc5ey7c9V0lTI26apQpLRCKM59me6xgnPXxaTKTVPaGt4UAKOz18ZmIM757fXJRKJWbOnIkpU6agpKQEWVlZOHToEC5fvgxPT080NjZi0aJFmDNnDqKjhfXpNufMsWzUVJn1DFdIMfeBMVbfrzfExsbi1q1bneZVDQbU3GCngQeNdgAlohAbG9uvP2MCgXBnQQQ2gUAYUFaPD8OejDJc52F4JqYATql0j4wOccOwgM59j0/m1oAWcJ8OjudUD6jArmrSWL6oq3XNassX3eNo9WxRKLMjgc2NYLvL+re+VwhFreVQGUzvUxepE/wVwmp0L9YWssZC+l+f7VR/zW/t8UJ29HqMfwBc5Jaj5noDjRN57LX9mR7e2KLC2YxC1tzs8b1Ps5bJZIiIiEBERATuv/9+MAyD5uZmuLi49PreAJD8/XnWeMb8UXB2GZiMkREjRuDQoUNQq9mfk9zotcJNBM8IGSiKQnx8fD/vkkAg3EkQkzMCgTCgKOUS/PfxBAz17/kPNye5GP/8dRxCPR153VcuEWHD/UO7fK1Rpety3hLWrrMVMol1EROpmHzUW8JeI9gMw6Bey+6vbG0Eu6c+vx3P6i3ZTezDgMHO/OqYO2jUtiGvybzdFYXRHvx+FlWqFuQ0mLmXUxSSfPmttTY9/HJJGRpUJmHmqpBjTEj/1e4fu5AHnd6Unh7s54Yh4b42fw5FUTYT13nZZbiWwTYUXPTQOJvc2xpkMhkeeOAB1vtUVW9AbTfR65kzZ8LTs/9KAAgEwp0H+auLQCAMOD4uCvz4zHj8bcmITkLb00mG302LxKG1UzBvRAC+/c04RHj13P7GUSbGp4/EY3SIe5evO8mtq/Pj00+7L4n2tS56HmPlunsJja6QNZZJ7KPOuVVfCR3dYhxLRY5QSvwE3YNhGPz444/429/+1mVLog5hbYuU12yOwdkQwenhRWDMwoZRLj5wlfE7VONGr0d4+sFVbrlNnUavRwq3PRfP/tdHrrMPFCZHhUPSjwdaB1LYva9nJw22+9RlbvQ6blwEQiN8Bmg37cTExGD58uWQStud10svs31BHNzF8IyQY/bs2Rg/vv+dzgkEwp0FSREnEAh2gUIqxkMJIVg+NhhljWrUt2rhIBMj2N0RMonpD9ZgD0ckPzsB/7twC9+eK0JhbZvxNVcHKX41Jgirx4ch2KP7P8rHWukGnhDetWDvL5bEBeHv+69D3Y0zeldMGOSJMAsHEgRAo2cLJbnUPgR2vYYTvZZFgKKECbjr16/jhRdeQFFRESIjIxEXF8fqbUxRFI4fP466ujooFAo4ODggMDAQ4eHhRsHBF67AHipQYHPTw+MF1F9z+1/zdQ+/WF6KNp0pO8XHyQmDvbx5reX2v+5ID6dpGiIr66D5UlXXjPTr7N7ts5Msu4cPJI31rTh+8CprbtHygYtemzN48GCsXbsWh34+gfOf7WO9NvPh0fj1moVwde1cckQgEAhciMAmEAh2BUVRCHRzQKBb9/V4zgopnpgUgccnhONGdQsaVDo4SMUY5KOEQmo5Oj3E3wXxoe64KMCRe4i/S7cR8f7C1VGKpaODsPV8seWLb/P4BPsQivYMzWg79cCW20kEu06byxq7y6ME3+PAgQMoLCzEc889h+XLlwMwRasvXbqE119/Hampqcaex97e3hg6dChmz56NJ554Al5eXrwEY722CRXqWuNYTIkwyFmYm3Vngc3v58AwDM5wIth8Dc5OFHLbc4XxigLfrKlDYa3pM0QqEmHSoDAA6HNxDQCHz+fCPKt/cLgvQvwH9jPKEvt/ugSd1tRr3C/QHQkTrTdLszWOjo64frKKNRc2OABPv7iyX36mBALh7oB8WhAIhDsWkYhClK8zxoZ5YHigKy9x3cEz04QZRT07bZBdpF6+Mn8IYoPdeF27Zkokpg+xfT3m3Ua7wZmpjlUq9oNYpBy4DZlRr8lnjT2sENg//vgjAGDZsmUAAN3taG1KSgrWrl2LPXv2oLKyEtHR0XByckJ1dTVOnDiB9evXY8qUKcjMzIRIJLJYo53FiV5HKoOgEPNvZdSsUyOnsYI1x7f++mZTHcrazFypxRKM9gnitfZkUSFrPJVn/TXXPXxsWBCUCjn27duHN998E9XV7fXgNE3bpL6dy8Eu0sPtGYOBxs87LrDm7l8WD7EdeUSU3KzCyd2XWHMr184h4ppAIAiCfGIQCIR7kvsG+2LDfH7plH+aGd1lu6+BwFEmwdYnxuH+kf7oTu47ysRYP28wXpoT0697u1PR6NgiVi4ZNEA76Uydhh3B9pAJ25tOp0NmZiYcHByQmNjex10sbj+I2rJlC06dOoXExER88skn2LFjB4qLi3Hu3Dls2LABkZGRyM7Oxssvv4yqqiqLB0zZjWzBOcRFmBlbel0RaLP660hnH3jI+ZU3cNPDE3yCoBBbTtIra25Cbp151J3CxBB+or5ze672r3fz5s149dVX8Yc//AFFRUUQiUQ2P5wrrqhHdoGp1SBFATPG2U8kuCvOn8pFVUWjcSyTSzB7kXV9tPuK7z84CNqsxURYjD/Gzx05gDsiEAh3IiRFnEAg3LM8MSkCgW4OePdQLvKqWjq9HuHlhN9Pj8LiuP5zBeaDk1yCf/16NF6c3Ypt54uRXtwAlc4AN0cpZgzxxZLRgXBWCKudvZdRcwW21D7aYGkNrWjWlRrHFERwlwsT2Ddv3oRIJDLWUxsMBojFYtTV1eHHH3+EUqnE1q1bER5uitomJCQgPj4eISEhWLduHfbt24f09HTMnj27x2dlcRzEhwkU2Bc46eFje9P/mmf99QlO9DrWzx8uPIzR6ttUuHSL3Zd+WnT715uamgoA+P7775Geno4NGzZg8eLFcHJyMn7/e8uhczmscVxMEHw87NvM8OcfUlnjaXNGwMWVn4Fdf1BeVINjuy6y5h76w2wSvSYQCIIhAptAINzTzB3hjznD/XC+oA6n8qrRotbDSS7B+EgvTBjkaRdp4d0R6umEl+fZt6nRnYBKm8caK6T2EcGu5+zLRRoMiciy+DPH0dERUVFRKC4uRkZGBkaNGgXAJALnzp2L8PBwaDQayM36PotEIjzxxBPIycnBli1bcPLkyR4FttqgRX4L24lbqIP4xRpOL2qeAltP00ipYNfQ8zU449ZfTw3jt+eTeQWgzdK+o328EOTuimPHjqG1tRUhISFoaGhATk4ONmzYgObmZqxZs8Ym4pphmE4Ce6adp4eXFtci7RzbsG/BrxIGaDdds/3Dw6ANJgPJ4EG+mDg/dgB3RCAQ7lTIsRyBQLjnoSgKiRGeeHH2YLy+aDjWzRmMiVFedi2uCb2jskmN9w/nYsLfjiKtKI31WrPGPnpgd0oPlwtLAaZpGsHBwQgODkZlZSWOHz9ufO3WrXYx3CG4ue/1jjrtyZMnAwCKi3s21strLoKBMYkTP4UnPOT8HZebdWpkN5az5vg6iF+prUCzTmMce8gdMNTDsveA1mDA2Vvsr4tv/+vu0sN37NgBANi4cSMyMzORlJSEoqIiPPPMM5g7dy7S0kzvNWvrsvNv1aCg1CytXSzCfWN/TdwXAAAgAElEQVSF1+Z38OU3p5GWXshKjbY13NrrwcODEDUkoM+eJ5Tqsnoc/oHdPmz5szPtqj6cQCDcOZAINoFAsFsYhkF2eTOK69pbcQW5O2BYgAsRvoRe8cPFW1i/6wp0BgYUaAS7s4Xdso8r8fzMIqxKHFihXavmCGyFMIHdkdq6Zs0aHDlyBGvXroVIJMJzzz2H2bNnw8fHxyj4ZDK2GRlNt4vlq1fbWyrFxPRcz3+tU3q4sDT7S9z6a6U3POX8jOZOl7Oj0El+oRDx+Iy4VF6GFp3WOPZydMRQb8v9mLV6A07fYDuWd7TnSk5Obt9DUhJCQkLw4Ycf4r333sOOHTtw5MgRSCQSvPzyyxg/fjwoimK1S+MLN3qdMCwEbs7dd13oiaLiGny99QwAwMfbGbOmD8dvVk+y6WesRq3DwT2XWXP3/2qsze5vC3Z+chR6ncno0C/EE1MXjxnAHREIhDsZIrAJBILdQdMMdl4qwdcphbha2sR6bYi/Cx5JCsWvxgRBYqfRhSsljThyvRKNKh0cZWLEh3pgcrQ3xCJyMDDQ7EwrwYs7Mo1jX5dayKWmHshNKifUtirx6k/twnIgRXadhi2kPOXWmdbNmDEDDz/8MD7++GP89a9/xbVr17By5UrExMRg//79ePfdd/Hkk0/C2dlUwyuXy6HRaIwR2enTp/f4jCyuwZmrsPTwC5z08Hgv/utPlReyxrzTw4s47blCwngJ84tFJWjRmAlzJ0eMCPBDVlYWysrKMHr0aOOBRGxsLD777DPExMTg1VdfxS+//IJDhw7htddew4svvgiJRNifYQzD4PB59vtiVi/Sww8cvmb876rqZlzLLrX5AebJw9fQ0qQyjl1cHTFl5jCbPqM3NNa1YP/Ws6y5Xz0zA2JJ79P5CQTCvQkR2AQCwa7Q6mk8/7907L1S0eXr2eVNePnHKziSXYl//Xq0oNZcfc2Z/BpsOpCDjFsNnFduINjDAb+dMggrEoJJBH6AqG/VYv2uK6y5EI9S1ri4LgC47c/++u5rmDnEF36uwuqebYGeVqNBW8iaE5oibs67774Lmqbx8ccf49NPP8XWrVsREREBlUqFzZs3o6mpCfPmzUN4eDgaGhpQXFyMjz76CJcvX8aECROQkNB9vayBoZHNadE1zFVYBPtCLXs9X4OzVp0W6dXsn+HEAH5ruQZnU3jWXx/lpIdPiQ6HSEQZ26HNmzcPAKDX6yESiSCVSrF+/XokJibirbfewsmTJ7FlyxbcunULa9euRVRUFGiaBkVRlp3aCypRWmXmxC0VY/IY60z5DAYaB49eZc3NnjHcqnv1xC872cZhMxfEQia3HxPG5M9PQKM2HbJ5+rpihp3VhxMIhDsL+wz/EAiEe5YNP13pVlybczi7ihWJHGh+Si/FI5+ndiGu27lVp8L6XVfw11+y+6QnLsEy2y/egkZPs+bCPNnirKjOVBeqpxl8l9pz7XFfUafJA2PWm1spDYBc7GLVvWiahlQqxYcffojk5GQsXLgQMpnMmP5dUVGBN954A4mJiRg3bhxWrFiBmTNnYteuXYiKisKWLVt6NOcqbC1Fm0FtHLtInBDswL//epNO1an/dbwnP7GbWnkLOtr0Mw1zdkew0nKf+MqWFlyvqTaORRSFicGWsxUYhsHxXLbAvi+mXeDu3LkTgElgi0QilgP1fffdh7/+9a+YMmUK6urq8O9//xtr1qxBamoq71Ze3PTwpJFhUDrIu7m6Z9IzilFTY+qeoFBIMXmibVv73citQHYm2/xu/tJ4mz6jN7S1qLHnq5OsuSVPT7OrAwACgXDnQQQ2gUCwG3IqmrH9Ygnv6/dklHUraPuTy7ca8MIPGTDwEM6fny7A1vMDI9rudXZe6vze4grswtog1nhHGv/3oy2p1Vxnjb3k1rvFi0Qi46HOggULsGnTJrz11ltYsWIF4uPjERkZCT8/P8hkMhQWFuLSpUsIDAzEww8/jP/97389Rq8B4BonPXyoa4SgLI20Wnb99SAB/a+tbc91nJMePsrXD+4OluuY86pqUdJgKluRicVIighBZWUlMjIyEBkZaew33lV7p8TERBw6dAj//Oc/ERwcjGPHjmHhwoXYtGkTampqAJjq37nQNIMjqey6/JmJ1qeHHzp6jTWePCEajg6ybq62jr2c6HXcuAgEhnja9Bm9Yf+2s2hpNKWvK10dMXflhAHcEYFAuBsgKeIEAsFu+PZckeWLulgzKthyxKov+ffxG9ALcOD96Fg+ViSEkJpsCxhoBsdzqvDjpVKUNaogpiiEeznhoYRgjA5xF5xqX1Kv6jQX5sUW0IW17J7nZY0q0DQDUT//rGrVbIHtqbBOSHWYaJl/r6KjoxEdHY2nnnoKhYWFyMvLQ2VlZftzPD3R1NSEhIQERETw62N9tZHdfklwejin/jpBQP01V2BP4imwT3LTw3m6h3Oj14nhwXCUSbHntkP7uHHjAKDbftc0TUMkEuGRRx6BTCbDm2++ieLiYmzatAlqtRovvfQSq12aOVfzy1FZ22wcK2QSTIwV1mu8A5VaixOnObXc021bF61WaXF0HzvLaP4S+4le67R67PrPcdbcwscmw8HJuowAAoFA6IAIbAKBYDcczLKcGt55TSXe6YO98KWiUY1DWZWC1pQ1qnH0ehVmDuWfRnuvkXKjFi/uyOgkii8W1eOHtBIMD3TBPx6KQ6Q3P6dpAJ0MrBQSNfxdTWnCNEOhiCOwRRSFgSiZr1FnscbWRrApioJarQZN03B0dATQXhssFotBURTCw8MRHi7MkMwchmFwjSuwBTqId66/5refqrYW5DSw07yT/CyneetpGqeL2Yd5U0LDeD3zWG7X7bnGjx+PL7/8EmPG9Ow83RHVdnZ2xpNPPomZM2fipZdewg8//ICNGzfihx9+QGpqKhy6iKYfTmUL4gmxEXBQWJfKfOpMHtRmdcdenkrEjbKtod+Jg1fR1mpqn+buqUTSFPvp1308OQ015aYMKLlCigWPTRrAHREIhLsFIrAJBILdUN+ms3wRh0aVbkAijB2kFdXzSg3nklpQSwR2N5zIrcZvvrrQY1bA1dImLPv4LH5Yk4RBPs7dXmdOqKcjrpWZ0nvDvEohokzPKG/wgUbPjl6FeDj2uymd1tCKRp15GQEFT4Xw2tirV6/i22+/RV1dHRQKBWbMmIGFCxf26Fyt0+lAURRvd+syVTUadGZRVZEMg5yDeljBpl7Tipwm08EaBYp3/2tu9Hqkpz9c5ZYN6S6Vl6FZa9Y3W+GA4T6WfxfrWttw+Ra7pdvU6HaBHRwcjEceecT4XumpZh1oP5hgGAZhYWF49913MXjwYLzzzjsQiURdimuaZnA0NY81N32c9aZ33PTwGdOG2rzn894f2f3lZy2IhcROTCkZhsHOfx9lzc1angg3T36fJQQCgdATRGATCAS7wUEqhlbfdf1hd8glIpuL66omNVIL69Cq0cNZIcW4cA94KrtOG2zV6q16RqvWYPmie5C6Vi2e2ZrGK+W+vk2Hp75Jw6G1U3il2y8fG4w/J5uERYQX23ypoLazMFw+NpjHrm1LrSYbMKtJdpWFQiriV5PcwYULF/DAAw+grKzMOLdt2zb8/ve/x6uvvmoUgpcvX0ZNTQ0GDx6MoKAgSKXCIqJXG/NZ48Eu4RBT/EXUxdpC1jjGxQ+uMkdea7n9r61tzzUpNAziLuqluZzMK4T5u3KInzf8XU2CTMhBjHnafmBgIF5//XU4OjrC29u7y+sz88pQXW8yJHOQSzFhlHWZB7V1LUhLL2TNzZpuW/fwgrxKXL/KLr+YY0d9pdOOZ6Mox3RYIhJRWPL0fQO4IwKBcDdBBDaBQLAbRoe44VhOteULzYgLsV399ZWSRnx8Ih8Hr1WyBJ5UTGH+CH88M20Qon3ZEQ5XB+tSNF2sTO2829l+8RZaNfwPH25Wt+JkbjWmDfaxeO0DcYHYtD8HLZr2QxGuwL5ZzRbTCqkIvxrDPxprKzqnhw8VtD4vLw9r165FWVkZRo0ahaFDh6K0tBQnT57EBx98gFWrVsHBwQGPPfYYCgoKkJvbbpwVHR2NRx55BE8//TQ8PfkZUXHrr4cLrL9OrbWu/pphmE79ryfxbc9VyH6mtenhHdHr3tJRl/3SSy/BYOj6vX+E0/t6YlwEFFY6XR89kQ3a7PMtMtwbEeFdC3tr2Z98iTWOTYhAQLCHTZ/RG3Z+wo5eT5wfCz87Ml8jEAh3NkRgEwgEu+HhxFDBAntVYphNnr33Sjn+8H06dIbOkVOdgcFPl8tw4Fol/r1qDKZEm/4YTQz3hEIqglonLPI+Lab3f9A2qXX4Ma0Ep/Nr0aLRQSmXYuIgTywZE3RHCniGYbDNCof1reeLeAlsZ4UU7y+PxVPfXATNABHe7GfdrDEJbArAO8tGdZu50JdUq9npu14KYQJ73759OHv2LObOnYtNmzZh2LB286pPPvkEGzZswBtvvIGqqiocOHAAABAeHo7q6mrk5uZi8+bNaGxsxBtvvNGt2ZY5VzgR7BGugwTtNbWGLVrH8hTYOQ3VqFa1GseOEinivAJ7WNFOdWsrsszac1EAJoWEWVyn1RtwOp9dtz01un2varUaCoX1vdLN3ca7NkZjcOwiOz18Rq/Sw9kHODPus625mVajw5G9Gay5uYtH2/QZvSH/6i1cPs12YyfRawKBYEtImy4CgWA3TI3xwWA//jVw4V5OmDWs93XMFwrr8PvvuhbX5qh0Bqz5Jg1ZZnW8ro5SLBwV0MOqzkT7KpEQbn00h6YZvHswB+PePIKNe7JwOLsS527W4XB2JTbuycK4N4/g3YM5rCjVnYBKZ0BxXZvgddcrmi1fdJsZQ33x6ap4eDgxCPEoY712ozoEAOAkE+Nfvx6NBQJ/rraAYZhOAttbIUwA7dq1CwDwxz/+EcOGDYNO1+5tsHTpUkRHR+Prr7/GyZMn8eSTT2L//v345JNP8MEHH2Dq1KloaGjAO++8g++++87icyrVtajW1BvHUkqCaBf+RllV6iYUtNQYx2JKhDEe/NZz668TfUMgs1D3DHRODx/h6wdPR8sp6WnFpWjVao1jTydHjAjwQ35+Pv785z/j3LlzvPYNmOqv+dKeHm46THCQS5E4Moz3enNuldQhN8+s5p0Cpk+1vgVcV5w5dh3NZq2vnF0dMH6abZ/RG37iOIePSByEmFjbGrwRCIR7GyKwCQSC3SAWUfjPI/Hwd7UcDfJ2luOLR8dCagNjnncP5vJus6XSGfDPo+xo0m+nDoJSzj8h6IVZMVYbZzEMgxd3ZOKDo/lQ6bpOJ1XpDPjgaD7W7cwU9If8QKPTW7dXoXX7M4b64uBaP0jFpu9fdYsnQjwD8frCYUhZPx3zR/pbtZfe0qqvgNpQZxyLKTnc5fzTrg0GAy5evAiRSISJEycCAKRSKWiahpeXFzSadnOvV155BVu2bMGsWbMwY8YMPProo9i5cyeWLFkCADhw4EC3/Zg7uNLAjl7HuIRCJuKfOcFtzzXMLQBKKb9I8KmyQtZ4UgC/yHfn9lxhvNYdy2FH2qdEhUMkovDxxx9j8+bNOH36NAAYf9+4v3d6vd7Y55rbNs0S3N7XE+MioJBZl6Fy+Bj78CZ2ZAh8vF2suld3HNjNTg+fPm8UZDL7SJisrWjECc7+ljw9bYB2QyAQ7lbs4xOPQCAQbuPvqsBLcwbj05M3kV3eBK7kogBMG+yDNxYNQ5A7PzOknsirbEbKzVpBaw5mVaK8UQV/13a333AvJ3y+Oh6/+fqisb63KygAbywejlnD/Kze77fnirDzUonlCwHsSCvBqCBXrEoKs/p5/YlSIYFcIoJGoGD2drYijZu5yhoO8k7Ez88NfIueKvUV1thLMQQiiv8/1Tk5OVCr1YiOjoZcLodOp4NEIoFIJIJGo8GVK1dAURQee+wxKJVKoxCkKAru7u54+OGHceDAAeTm5qK0tBTBwd2bvHENzoYLTA8/z0kPT/DkV9OsMehxvpKd3s+n/7WepnGqU3suy8KcYZhO/a870sP3798PAJgxY4bxWoZhIBKJ0NDQgKNHj+Krr76CWCyGQqGAv78/kpKSMHXqVHh7exv7lHcHTTM4doHjHp5gXXo4wzA4fCybfa+pwsoPLFFZ3oDLqeyDkzmL7Cc9fM/Xp6A3O5gMCPNGgo37fxMIBAIR2AQCwS5QaQ34z6mb2Ha+GBVNatZrzgoJBnkrMSnKC8vGBCPEs/fCuoNjOVWC1xhoBidzq7F8bIhxblyEJ5KfnYAPj+Xj58zyTlHVydHeWDM5AuMHeVm9V5pm8NnpAssXmvH56QKsHBc6YG3MhCAWUZg/0h8/XioVtE5oij4AtGnZNaKO8pGC79EXVKvYwt9bIczd2WAwIDIyElVVVTh79izGjx9vfO3AgQPQ6XSIj4+Hr6+v0VzLnEmTJqGtrQ1VVVXw8+v5ICizF/XXDMMgtcY6g7OLVSVQG0wHWX6Ozoh0tWxQlVlZgUaN6bPFTaHAKF/Lh10FNfUorm80jqViMcZHhuLWrVvIzs5GdHQ0YmNjAZjqqauqqvD444/jwIEDLOMyiUSCn3/+GYsXL8a6devg5eXV5c+hg6v55Z3cw5OsTA/Pya1AaZlZSr9UjCkThbd/64lDe9JZ0fvoYYEIj7KPdoQalRb7vj3Dmlv8xJRuv/d9CcMwqK2tRVtbGyQSCTw9PXl5HhAIhDsDIrAJBMKA09CmxeovUpFR0tjl681qPdJvNcDXRQE/HunjQmhUCe+93d26SG8l3n0wFhvmD8Xp/Bo0qnRwlIoxJtQdYV7C2ix1xdkbtSiqFVajXFjbhrM3ajExynph3588khQmSGDLJCI8GC+8lVab5jJr7CAbJfgefUG1uncCe/jw4fD19UVubi7+/ve/449//CPi4+ORnJyMt99+GwDg5eWFhoYGuLq6GiOoHSIvLy8PDMMgNDS0x5ZdVeo6VKpNmR8SSozBLvzbRpW01aNM1WAcy0QSxHqE9LDCRKf0cP8wXinXxznu4RNDQnm15+K6hyeEBUEpl+Hr3bsBALNnzwbQ3kNcKpWitrYW69atw969eyGXy7Fo0SKEhoaiqKgIGRkZyM/Px+bNm3HhwgXs2bMHSqWy22cfvcBOD58QG261e/jh42xzs4T4CDg72+7zlKZpHNzN/r2avTDOZvfvLcd/SkOTWS270tUBM341rl/3oNVqcfnyZVy4cAHV1SazPZlMhpEjR2LcuHHdtmojEAh3DkRgEwiEAcVAM3jqm7RuxbU5+69V4M/JV/G3pbaLNjpaWRvo0MM6DyeZVVFVS1wrs/w96oqs8sY7RmDHBrthRUIwvku9ZfliAP83ZzDcnWSCnmGgm6DRm0dfKTjKBj6CraNVqNOw04GFCmyKorBmzRqcOnUKe/bswaFDh0DTNBQKBZqamrB06VKcOHEC2dnZSEpKMq7riOLt2bMHAHDffT27KnPdw2OcQ6EQ8/85cNPDYz2CoRDzE46nOP2v+dZfcw3OpvJIDweAE3mcdbfTw7dv3w4AWLBgAYD27AGpVIrk5GT897//RVRUFNavX49Vq1YZv7/l5eX47LPP8I9//ANnz57Fl19+ieeee67L5zIMg+MX2d/n+8Zalx5uMNA4duI6a26GjY3HMtOKUFludmgil2DqbNv217YWhmGQ/MUJ1tzsh5Lg4NR/UePm5mZs3boVFRUVnV7TarW4ePEi0tPT8cADD2D4cPv4vhEIBOsgJmcEAmFAOZ5ThdSCOssX3ub7C7dQUNNq+UKexIe6W7VubJh163qDUDOv3q4bKP6yaDiv/tPr5sTg8Yn8o6YdcNPDFdIoiEX83ev7ihp1FhiY0omdpUFwkAh3m1+xYgW+/PJLJCYmwsnJCQzDoKmpCS+88AI+/fRTqNVqPPHEE9i9ezfKy8vR1taeFfHRRx/hq6++AgDMmzevx2dcaWAfBIxwixK0R67AHufFr/66Vt2Ga3WVxjEFYAKP+uuatjZcqapkzU3iYXDWpFIjrYidUTE1Khytra04deoUvL29MWlSe+2+RNJ+6Pb1118DAF5//XWsXr0aIpEI2tsO5P7+/nj11Vdx//33Q6fTGVuldWVGmF1QifIaU8cCuVSMpFGW99wVmVdLUFtnlmruIMP4ccJq5i1xaE86azxh2hAonR1s+gxruZKSj4JsU9cAkYjCgkf7z3NBq9V2K67NMRgM2LlzJ/Lz83u8jkAg2Dckgk0gEAaUb84VWb6Iw9ZzRdhwv23MeRLCPRDtq0RuZYvlizvWhHlgsJ9tnXf54GWNmRcwIL2ce4NELMKmZSNx/6gAfJNShKPXK9Fh8i6XiLBgVAAeSQrFyCA3q+7fpkljjR1l9pHGWqXKZI19FNZH1X/9618jOjoaWVlZcHNzw9ChQzFkyBBotVqsWrUKH3/8MV5++WXEx8dDLBYjMzMTOTk5aG1txaOPPor4+Pge75/JEdgjXfkLbJqhO/W/5iuwue25hnn4wlNh2ZPhFMc9fLi3D7wdLZdtnL5RBIOZ+I308kCwhxt27NjRfp/hwyGTyUDTNCQSCRobG3Hq1Cl4enrioYceMq6Tydqj+waDAWKxGMuWLcP27dvR3NyM0tJSBAZ27uHNNTdLGhUOR4WwbI0OjnLSwyckDoLcylTzrmhr1eDUEfYzZt4fa7P795bdX51kjZNmj4RvsOW6fVuRlpZmUVx3wDAM9u3bh2effdbqbhMEAmFgsSuBTVFUEIA3AMwB4AmgHMBPAF5nGKa+p7Vm9zgOYEoPlzgwDKPu4XUCgdBP6A00TuZWW76Qw9GcKpsJbIqi8Ltpg/CH7y9bvvg2v53Gv22SLZk51Bd/Tr5qsV+3OVIxhZlD7cNkSAgURWFKtDemRHujoU2LyiYNxCLAz9VBUEu0rmjlCmz5mF7dz1ZUqdmRdR8H6wW2VCpFUlISKw0caBd6r776KsrLy/HTTz8hO5vtKj1z5kz85S9/MUZju6JSXYtKjSnrpL3+Ooz33nKbKlGvNXkJOEsUGOrKr6TiVJmV6eHF7HWTeaaHd+ce/u9//xsAcOzYMQQEBGDKlCl48MEHjZHqDnO5DkHdgVgsBsMwGDt2LMRiMUpLS7s0t2IYBkc5Avu+scKyBDrQ6w04cYZdy21r9/BTR7KgUZt8Kbx8XRCbwO/QpK+pLqtHygG2O//Cxyb32/NpmsaFCxcEramtrcXNmzcRGTkw/9YQCITeYTcCm6KoSABnAfgASAZwHUACgD8AmENR1ASGYYT00nm9m/nue+gQCIR+pUWjB8/20yyaVLb9NV4UG4gbVS344KjltLwN84dgWoyPTZ/PFy+lHHOH+2N3Rpnli28zb4Q/vO6wCDYXN0cZ3Byti9xxYRgarRp2H1wnOxDYNGPoZHDmK1BgV1RUGJ2/DQaDsd+yeRSMYRj4+fnhX//6F2bPno29e/fixo0bGDJkCKZNm4b58+cjMDCwx/ZR3Oj1YJcwyAXUX5+rucEax3uGQSISd3O1CYZhrBLYBprG6SJOe66wMF7rTuYVstdFt4vGjRs3IioqCvv370dRURG2b9+O7du3G8XyhAkTAKDT97DDTK6srAytra3w9vaGl1dnf4QbJTUoqTTVM0slYkyItU6wpqUXoqlJZRw7KxWIHx1m1b264/DP7APK6fNGQSy2jyrEvd+eAW0wlcmExvhjRJJt0+N7orKyEnV1/MugOrh27RoR2ATCHYrdCGwAH6FdXP+eYZh/dkxSFPUugLUA3gSwhu/NGIbZaOsNEggE2+Igs/xHdVc4WrmuJ/44KwYhnk744Egeius6O3VHejvhT7NiMG+Ev82fLYQXZsXgVF416tssu597OMrwp5m2bcNzp6PW5YBmTHWtYpEr5JL++2O7O+o1+dDRpvedXOwGF2ko7/UZGRnYuHEjXnzxRYwfP94YKeUKvI5xQEAAnn76aTz99NMA2g2YnJ2dO13X5bMa2NHQUW7CjLfOV3PSw735CcfchhpUqkylHI4SKeK9LdfqX62qRJ3aTGDK5IjzsxwxzyipQIPKlPDmopBjdHD7uokTJ2LixIkA2nuPJycn44cffkBaWnt2RH19fZfttzrmfvnlFwDA9OnTu3z28Qvsw76xw0KgdLTuoOzYSba52eSJ0ZBKbfcZWlXegMy0QtbcjPn24cqv0+qxf1sKa+7+1RP7NfW6tdU6zxBr1xEIhIHHLgQ2RVERAGYBKATwIefl1wA8BWAVRVF/YhiGfOIQCHcJcokYo4LdkHGrwfLFZiSECzd+4sOyMUFYEheIk3nVSLlZixa1Hi4OUkyK8kJShKdd1MOFeDrim9+Mw6NfpqKmRdvtdd7Ocnz56Fib9gy/G2jVXGSNHWXxoKiBj7RVqtgRQB/FSEHvtx07diA5ORl79+7Fk08+ifXr1yMgoHsRyTAMaLo9qicWi+Hs7Nxj1Np8Xaf6awECW2vQI62OHU1O9OIXpeO6hyf6hkAmtiwUj3PcwyeFhELCoz0X1z184qAwSG5HZQ0GAxiGgUQiQUxMDNatW4d169ahpqYGe/fuhU6n67K/ckfq/TfffAMAWLp0aZfPPnaR/T2eFm/dIZBWq8eps5x7Tbate/iRfWzvgJhhgQgJt49WU2f2ZaChptk4dnRWYPrShH7dg5jHe7QreirTIBAI9o29/PZ29AM5yDAMy+6WYZhmiqLOoF2AJwI4wueGFEUtBxAOQAsgG8BRhmE0ttsygUCwBasSQwUL7FWJ/CN7QhGJKEyN8cHUAUoD58PwQFfsf34ytp0vxrbzxahoMkXZ/FwU+H/2zjsgjvPM/9/Zzu7CUkXvoAKiiSohEJLc5ConbnJJlNjxL3ZydnLJ5XxOzol9sXO5Ejt2Ep/vHFdJLrLsOLLVC2qIDgYkhJDovcMubJ/5/YFgd4ZddnZZYC2/n3/sd3bed4bVsszzPt/n+9HIgTQAACAASURBVDyYG4UHc6O+9tLwxWBSX84aK6TZy3QnbPq17PrrYC/nMoDFxcUAptttvfPOO2hvb8dTTz2FwsJCSKXSObXAFEXNefDnE9B3awcwbLC0i5MKJFjl7USmfbQTOrNFfbFC5o1YJb8Wcqddrb9ua2ONC3m4hwPAqcuc9lyJlutZv3c0Tc9mpgMDA/Gd73zH7poGgwG7du1Cc3MzNmzYgIyMuQZ7nf2juNI5NDsWUBQKM10LsCtr2jA5aXn08VXJkZ7Gr984HxiGwfEv2Z/drR6SvQaAL987yxpv/XbOkrbmAoAVK1ZAIBDMbmjxZabcg0AgfP3wlAB7RsN42c7rzZgOsFeCZ4AN4EPOeICiqB8xDPMJn8kURVXZeWk1z+sTCAQe3J4aij+daEbb8FxZti0KEgORFumae/T1RKBSiqe2JuLJonhcHZyERm+EUipGfJBiNstGmIsnBtgMQ6Nfx85gh3g552xeWloKhUKBu+66C3v27MGXX36JyspK/OIXv8BPf/pTl7NoXLjy8GRVHMQC/o8S5wfZ9de5gfG8AnudyYiyfnZvdD4B9qhWi6/6e1nHNvEwOOsbV+NSv8WAUUBRKEiIsXkuRVEQCAQQCARgGAYMw9iVhh86dAgvvfQSfH198f3vf9/metze1+mrw+HrYrsrbu/rwo0r3fr90NzYg842y2aAUChA0U2e0cO5/XIvGsrYn7fbHslf8vtQKBRISkpCQ0OD45OvIRAIbG6+LBVTU1MYGxsDTdNQqVSs8hECgeAYTwmwVdf+O27n9ZnjfJ6qPwfwXwBqAAwDiAbwXQA/A/ARRVG3MwxzcAH3SiAQ3IhMLMTb38vBA/97Hv0T84tMkkJ98Kcd65bozr4eiIQCrAohDz98MJg6YTRbDOIoSCGXuu7U7S7GDK3Qm60MrQQK+En5O0ZXVFTAbDYjPz8fu3btwne+8x38x3/8B06cOIGf/exn2Lt3L375y1/i1ltvXXCZAzfATnWy/zXX4Gx9ED95ePlAF/Rmi7lhmNwH8T6OS0XOdLTB2kdxdWAQgpVKh/OKOfLwtIgQ+Mpls2O1Wo2RkRFER0ezjOS4pnIzzATcNE1jzZo1yMvLwx133GHz2qc4AfbmLNfcww0GE0pKF1cefoIjD8/emAiVn+P2Z0vBwV0lrPHa3HhEr1oeD428vDynAuy0tDQoeXxO3U1lZSVKSkrmmLLFxcUhJycHq1at8ohSKQLB0/GUANsRM7/NDv2GGYZ5mXOoCcCzFEX1AHgNwEsAHAbYDMPYtJW9ltkmT/gEghuJDVTgsyfz8eKXjTh8oQ8mjrW4l1iIb2eG459vWQ1vmft6txK+WWh0bLMjuTQDAkpm5+ylg1t/HSxLg4Din3E+cuQIAItz9ZYtW6BSqfDHP/4Re/fuRWlpKX7961+jv78fDz/8MCQSCZhrvZ2deVimGXpO/bUzBmcTBi0ujrEd8PN49r8+3cM2RisMi+V176c4/a+LeLbn4srDNyXGzV7vjTfewJdffokjR47Az88Pt912G5566imkpqY6rGPfvn07tm/fDr1eb7M919CYBg1XORl3V+Xh1W2YnLL4NPj5KZC61rEpHF/MJjOKD7ODxq3bPEMertcacHwfW61y2yMbl+lugIiICNx66604cOCAw3PDw8Oxbdu2JbgrC11dXfjwww+h0Whsvt7S0oKWlhakpKTgrrvuIvXhBIIDPOU3ZCZDrbLzug/nPFd4E8DLANIpivJmGEbtaAKBQFg6wny98OeH1qF/Qoe/1/agZ1wLIUUhJlCBO9PD4EMCa8IC0ejZAbZSmrdMd8KmT8tuGxYsd04aOhNgFxUVAZiuD87NzcWePXtwxx134Je//CWqq6vx2GOPYd++ffjd736H1FTnM/ctmm6oTZZSDoXIC/HKSN7zy4dbQVvtkyd4r0CgjJ/64kxPG2tcGO44UKYZBqc5AfYmHvXXeqMJpa0d7HmJMTAajXjrrbfw4x//GGazGXK5HP39/XjrrbdQX1+Pv//97wgOnu45r9PpMDY2hrGxMYSFhcHHxwc0TcNsNkMsFtsMrgHgdNVVMFb7i0lxwQgOcE2hUnyGIw/PX+nW1lm1Fa0YHbZydVdIkVvgnKP8YnH2y1poxi3O8T7+CmzYtrxqlZycHMhkMhw5csRmIEtRFFJSUnDbbbdBInFPW0I+tLS0YNeuXbxqxOvr6yEUCnHXXXeRTDaBMA+eEmA3XfuvvW/mGX2UvRpthzAMo6MoSg3AD4ACAAmwCQQPJNhHhh8UutbvlUCYD42ulDVWytYv051YYBgafdoa1jFn66/Pnz8PHx8fZGZahFczpmY7duxAeno6Xn31Vezbtw+HDh3ClStX8MQTT2DHjh0IDg4GTdN2pc3W1I41scapqkQInXBgPz/Ilj7zlYf3TanRNMauh84PiXE4r2GgH8Nay4aAUizBulDH7bnK27qgNVrk6MHeSqwOCcKJEyfwm9/8BmKxGHfddRfuvPNODA0N4c0330RFRQXeeOMNPPPMM/jTn/6El19+GXK5HJGRkcjIyMDOnTuRnJxs01ncmuIq9nvkavbaYDDhXCl7raIC97bsO3monjXO37IGUg/ZCD24hy0Pv+HeXEiky39vqampSE5OxqVLl3Dx4kVMTU1BJBIhLCwM69atg0plL8+0OExMTODDDz90yoCttrYWmZmZiIzkv7lGIHzT8JQA++S1/95EUZTA2kmcoihvAPkAtABKbU3mA0VRqzAdXKsBDDk4nUAgEAjXEXpTB4zmrtkxBSnkkuUzEZph1NAyp/7aX8o/C1hZWQmTyYSsrCzI5fJZMy1rU7M1a9bgpZdeQnR0NH7729+iubkZzz77LFpbW/GrX/0KQUH8WirVjrID7HQ/5wI2rsEZ3/ZcXPfw9MAwqKSOpf3c7PWGqCiIeZi9cdtzbVo5LUd/99130d/fj2effRa/+tWvIJPJYDabYTKZ8Mwzz+DkyZOgaRovvPAChEIhzGYzmpubceLECXz00Uf4/e9/jx07dti9rmZKj6qLbCM3VwPsqpp2lnu4n68cqWvdFxAZ9EacO9nIOrZlmTPEM3Re6ceFcnZJwS07ln8zbQahUIjk5GQkJycv962gqqoKBoP9do/2qKioIAE2gTAPHmE1yzDMVQBHAMQA+BHn5ecxnXF+z7oHNkVRqymKYjl6UxQVR1FUOHd9iqICAbx9bfghwzAm7jkEAoFAuH7R6NgZLbl0HQQC15yZ3UnfFLthRbBXOgQU/73vo0ePArDIwxlmrlUJwzDw8/PDM888g8bGRuzcuRM6nQ6vvfYakpOT8ec//xk6nW7OPGuMtBEXJ9hBS7oT9dedkyPomhqdHYsFQmQGxPCaO6c9Vyi/eac4/a/51F8zDDM3wE6MBU3T+OyzzwAAP/nJTyCTTQf4QqEQd9xxB1auXIlTp07ho48+wve//31UVlbixIkTeOqpp+Dn54euri68/vrrGBsbs/lvBAAlX7XCZLZkEiNDfBET5tjIzRanz7E3QzZucK88vPxcM6asAnj/ACXSsvjVty82Rz5k52LW5sYjMiF4me7GczGbzaiqstcwZ34uXrzodNsxAuGbhKdksAHgSQAlAF6lKGorpntX5wLYjGlp+C85589snVpr2goBvElR1CkAVwGMAIgCcCum67srAfxisX4AAoFAIHgmGh27H65StmGZ7oRNr7aSNQ71ynJq/kz/640bpw2cbMm8KYqabR8VGRmJ559/HgkJCfi///s/dHZ24te//jXGx8fx7LPP2r3OxfFW6GlL/+pAiS/Cvfj3iudmr9P9oiAXOa4zNdM0zvW2sY4VhjsuIRnX6VDT53x7rtbhUXSOWuxexEIh8mIjUVpaisnJSRQUFCAwMHBWKQAAAQEBaLvWa/sXv/gFdu7cOfvvUFRUhDvuuAMPP/wwzp49iy+++AIPP/ywTTO0U1Xs96goM8GlOleTyYxz59lmdJs2urc2upgjDy+8MdmtAbyrmIzmOeZmnpS99iQmJibsmpo5wmQywWAwzG40EQgENsv/bXiNa1nsLADvYDqw/hmAeACvAljPMMwwj2WqAOwCsALAt6+tcQuAegBPAchnGGbM/nQCgUAgXG8wDA2N7hzrmLds6fvhcqEZE/q59ddymw0s7PL6669jz5492LBhesPAXo3vTK9mAIiMjMSzzz6L3bt3o7CwECMjI7hw4cK816kZYxtmpfs5166HG2Dzrb+uH+nDqN5iVqWSyJAe4LjV0tmOdtBWmeKVAYEI5dHLl+senh0dDoVUgtLS6azo1q1bAUxnus1mMwCgrq4OBoMBubm5+N73vjeboTabzaBpGlu3bsWWLVsAAH19fTaDa6PJjPN17GsXrnNNHl5b14kJtUWR4OMtQ3pqlEtr2WJqUo+ys2xLnE03p7ht/YVQceICRgctFjtybxnyb0tfxjvyXEymhYk5hTzKLQiEbyqelMEGwzCdAL7H89w5f9kZhqkHsNPNt0UgEAiErzE64yWYaIv1hoBSQi5Z/ofuIV0jjLTFhEsm9IWfxDmDv7i4OMTFOTdnJvu6YcMGHDp0CC+++CJuv/32eefUcOqvM5yovzbRZpQPseXlG4L4BY9cefjG0BgIHRiFAUDxHHl4DL/rceThRSuns95dXdP1++np058boVA4G6Ds3r0bAPDII48AAKsOfibYLigowAcffICWlhabGxNVjZ2Y1Fq11PKRIzkhhNc9czlTwg5+89cnQiRyXzBUeqoJBr2VCVyYL9akuK/910I4+nEZa1x0VyZkXkvnyP11wsvL9RKZgIAAiMXLbxpHIHgqHhVgEwgEAoHgbtS606yxUpYHilr6h8NxrRFDGj0kQgGCfWTonWLLw0O8skA54coNwKV+1tZZbolEgmeffdZu2ygAmDBO4qqmi3XMmf7XDWPdUJssGVVfsRyrVfyCx9PdnKxuGL86aq7BWSEPebhGb0Blezd7XmIs9Ho9lEolRCIRS1I70wt4aGh682Ymu22d2TObzRCJRBgZGQEAhIbazr6f5sjDC9fF8dpI4ELTDM6cYwfYBfnulYefOsrufV14Y7JHtGwaG1aj/DhbiXHT/Z7Ris8TUSqViIyMRGdnp+OTOWRlOVfKQiB80yABNoFAIBCua7gBtrds05Jdm2EYnGwawPvn21F8eXC2x7HKS4wntxdDJrecGybPdnp9dwQ28wXXAPDVWBMYq/7VsYpw+El8eK9fwmnPlRcUDwGPjYRxgw41Q+yAt4BHgN04NIjBqVlPVCjEYmSFzfE/nUNpSweMVsZN0f6+iAnwA8Mws72JExKmM+/WMu/9+/dDo9FAqVQCYP+bzGxmzNTKFxYWzrkuwzA4U8MNsF2Th1+81I2RUcvP7uUlQWZGjEtr2UKj1qLqPKeV2I1r3bb+Qij+rApmk5VJXGIwVqa7Txp/PZKdne10gC2VSmeVHAQCwTYkwCYQCATCdQtNazGpZ5seKWUFS3JtndGMn3xYi0MX+ua8pjVpIJaxg6pQFwLspaB6lF1/vc5vtZ0zbcMNsDfwrL8u6W2D2aqOOlEViDCF48C+uI2d9V4fEQWJK+25EqeDeYqikJubi8zMzDmKAYZhQNM0lEqlzdpqgUCA4eFhnDhxAj4+PjYD7MvtgxgYsWTGZRIRspJda4F05hzb3CwvJw5Sifse9c4XN8FoNM+OwyL9kbDacU38UnB0L1sefsM9OR6RWfdkkpKSUF5ePlsC4QiBQIAHHnhgQfJyAuGbgMeYnBEIBAKB4G40+lIwjKWdkFgYAanIuZplV6Bpxm5wDQCxoe0QCizZNiETBqXYtZrbxYRhmAXVX08YtGgYZWeh1/Osvz7FkYdvCufXBorbnmtTjGvtuQoT2fNEItGculOKomYl4faCuXfeeQc0TePBBx+0ec7pavYGRM7aaMgkzpcwMAwzp/66YIN75eGnj7El2J4iD29t7EHLBcvnTCCgsPXbOct4R18PRCIRHnzwQYSHO1Z4eHl5YefOnYiN9Yx2bASCJ0My2AQCgUC4blFrT7LGPl5FSxIQHL80YDe4BoD4cLbpV/WVSNwXR0MiWtp9b1tZV2s6tf0Y1Fv6V0sEYiT58N+gKB1qAW0lL4/3XoFgL8dZaIZhcKqH/R4Vhjm+7oRej+reHtYxPv2vm/qHMKC2klaLRciOdhx02GPmfT106BD++te/YsWKFbj//vttnnummv1zFqzjl+Hn0to2hJ5eS6MUsViI3Cz3bSZNqnWoKeNI2T1EHn7i0wrWOL1gFQJCVMt0N18v5HI5du7cicrKSlRUVMz6Bczg7e2NnJwcbNy40SM2UwiErwMkwCYQCATCdcuEjh1ge8uKluS675e2z/t6AifAbmiNxuELfbgjLWwxbwsAMDU1Bb1eDz8/P4cPzDUcefhaVTykQv6uzFx5eD7P7PWV8WH0TlnaLcmEIuQEO5ZNn+tsZ8nKE/z8Ee7jOKDnZq/zYqMgFbv+iERRFKampvDEE0+gvb0dzz33HNavn9uPuX9Ejab2Aat5QH66axnCs5zsdWZ6NBSK+evrnaH0zFx5eFxisNvWdxWzmcbJz9iGgVu/5ZnlFguFpml0d3dDo9FAKBRixYoV8PX1XfC6YrEY69evR25uLnp7e6HRaCAQCBAUFOSW9QmEbxokwCYQCATCdYne2AqDqW12TEEM5RL0vx6dNOD05UG7r/t5jyJAZckKm8wCtPVG4/PankUNsE0mE0QiET766CMcPXoUa9aswfbt25GSYr+HcfUIt/56De/rMQyDcwPsmuD8FTzl4ZzsdV5IFGRCx48spzj113zcwwHgTHMba7wpMYbXvPmQy+VobGxEaWkpkpKSIJHM3Zg4V8u+3+T4UASoFC5d72wpezNj44ZEl9axu/7xi6xxwdYkj8ho1pdewXDf+OxYJpdgw7bUZbwjx+h0OtTV1aGjowMGgwEymQwrV67E6tWrZ93prTEYDKioqEBlZSVGR0dZryUkJCAvL2/WgG8hCAQCXnJxAoEwPyTAJhAIBMJ1yYT2BGuskOZCKFAu+nUHNfp5X0+MYMtsO/sjYTBJMKjW2ZkxP9Yyb5qmQVGUzcBn5thzzz2H7u7petWNGzfaXddAG1E/zg6QnTE4a9EMol83MTuWCcRY5x/Na+6pbq483LX2XJtiYhzOG9fqUNPJlpUXJC68zpSmachkMhQVFdk95yzHPbwgwzVJ98DgBC43W0oSKArYkOe+AHtqUo9Kjnt4wQ3Jblt/IZz8lJ293nBLKmRy92Xu3QlN0zhx4gTKyspgNBpZr9XV1UGpVGLLli1Yt27d7HGNRoPdu3ejt7fX5ppXrlzBlStXsGnTJhQVLU0JDIFAmB9ickYgEAiE65IJ7THW2Mdr85JcVySY/wE3gRNgN3dN19yKhAvvgS0QCFjBNk3Ts+cJhUIwDIPCwsLZfswZGRl2178w3gI9bQkCAiQqRMn5G7Fxs9dZgTGQCh2bd2lNRpT1s1sHbeJRf900PIS+SYsbt5dIhJywCIfzSq6yZeWJQQEI9+XfhsweAoEANE3DbDbbfF2nN6LyQgfr2EYXA+wSTvZ6zaow+Pu5lgm3RcW5Zhj0ptlxcJivR7iHG/RGnDv4FevY5rs9s0czTdP45JNPcPbs2TnB9QwajQZ///vfcfr0dGtBk8mEPXv22A2urTl16hTKysocnkcgEBYfksEmEAgEwnWHmZ7ApJ79sOnjdeOSXDvM1wsKqRCT+rmBlUhoQmwouz57JsBeGexcdn1GNkrTNNRqNcbHxxEQEICEhATExcXN9mC2hqIo7N69GwDQ398/b31l1Wgja5zpv8ap7Njc9lz8JKylfR0w0Jb3LlKpQpyPv8N5XPfwvIgoSG3IbbmcvtLGGhe4QR6u0+lAUdS8PcYrLnRAb1XTHBrog/iIQJeud+48R4q/3r3y8JJi9mdh4xbPkIdXFTdickI7O1YFKJFRwN/lfik5e/YsLl686PhEACdOnEBwcDC0Wi16enocT7Cal5KSgubmZrS1tUGv10MmkyE+Pt6u/JxAILgf8ptGIBAIhOsOtfYUGFiyRFJRPKTipWkvIxML8e11EXjv/Fyjs+iQDkjElvsa13hjYDQIAPBgDj/5NMMwePfdd/HOO++gpqYGarUaYrEYvr6+EIvF8Pb2RkxMDHJyclBQUIC0tDQEBQWBYZjZbKpIJEJwcPC8LuLVI5wA24n6a63JgMph9s/P1+CMW3+9KSyOVzA3Rx4eHeNwDk0zc+qvCxMcz7PHTJ37O++8gwsXLiAjIwM333yzzbrWs7XsnzM/PdaloHVyUo+aOk4mfP3C63FnMBhMKD/LCeA38/8sLCbFn1ezxgW3p0MoctzzfKkxmUwoLS11as7evXuhVDq/6fbKK6/MyZDX1NRAqVSiqKgIWVmemeEnEK4nSIBNIBAIX3O0BjMONvTi6qAGZhoIVclwW2ooApWeWYe4FIxrj7LGPl43LOn1v7M+GrtLO1jSYwBYGcnO6k5nrylkRfshJcJxWyGNRoPXX38d//zP/wwACAkJgb+/P3p7e6HX66HX6zE0NISmpiacOHECH374IbZs2YLHH38cGRkZczJY9gK6Qd0o2qcsslQBBEh3ov915XAbDLRFUhzm5YsYJb/sLLf+elO4Y9m0xmBAZQ+733YRj/7XjX0DGJqcmh3LJWKsi5obDNM0zVIE2Kt1n3l/n3rqKZhMJnh5eaG0tHROgM0wzByDM1fl4RXVrTCZLD3VI8L9EB3lWibcFrXlLZiatPgK+AcosSbVsfR+sdFN6VF2tIF1bNOdmct0N/PT2NiIqakpxydaYTKZMDY25vhEDvPJz7/44guMj49j69atTq9LIBD4QwJsAsGDuDqowQdlHWjsm4DRxCDQW4LbU8NwY1IwxE7WZxKuf3RGM14+ehkflHdgQmdivfbbLy/i1pRQPLNtNUJVXst0h8sDwxih1rENzpY6wE5Y4Y0X716LZz6tt74zJM4JsBMQ4iPDH3fYr4W25ssvv8Tzzz+PgIAAPP7447jxxhtnM1KNjY1obm5GY2MjGhoa0NDQgObmZjQ3N+Ptt9/GD3/4Q7zwwgvw4dG2iisPX+0TA6VIzuseAeDcINc9PJFXdrZdPYpWtcUlWSwQYEOI48z++c4OGGlLkBnj64coleP2Qmc48vANcVGQ2MiACgQCDA8PQyKRwNvbe95ge3x8HGlpaaiqqoJWq7Xp0t7cMYjBUUu9uEwiwrrVjtuQ2eI8pzf1hlz3Za8BoKSY7SSft2mVzfKDpab8+AXotYbZcWCoL5Kyl0al4izOyLwXmzNnziAkJATJyZ5hUkcgXI+QAJtA8ACGNXr80yd1OHFpYM5rB+r7sMJbihfuSsYta5ffVIbgGUzqTfjOW+Woah+1+brRzODz2h6UtYzgg8fzEBvoPsMjT0ejL4OZtrTtEQr8oJAuvSzygZwoyKUiPPe3BoxpjQhUDSPAx7o9lxDegnT89cn1CPfltwny8ccfY2pqCi+//DJ+8IMfAADMZjOEQiGys7ORnT3d/1en06GxsRFHjhzBnj17UF9fj9dffx1+fn549tlnIRbPbzZWOcKuFc30d04SfJZjcLaRZ3uuYk72OmtFBBRix323izn110U85OEAcJorD7/mHk7TNIqLi3H69Gl88cUX8PLyQmhoKKRSKUJCQpCWljbbGokbbKpUKlRUVGBqagoXLlyweV1u9jo7OQpSifOPZGYzjdIKdoC93o0BNk3TKD3dxDq2wUPk4We+qGWNC+/IWJLAf2JiAtXV1aivr4darZ7tF71u3TqsXbvW5u+WyWSysdLyUVJSQgJsAmERIQE2gbDMjEwacO8b59EyOGn3nAG1Hk/sqsZ/3JOKe7Ncy3IQri9+9vFXdoNra/omdPje2+U4+HQhvCSeV5u4GIxPHWKNfbxuAEUtz5+7O9PCcFNSML6s60XN0C7Wa77iNHz8+Gan6m5Pnz4NiqLwwAMPAJgOgITC6X9XhmHAMAwEAgFkMhkyMjKQkZGBn/3sZ3j++efx4osv4vnnn0dubi5uueUWu/XXRtqE2jF2UOVM/XXn5Ag6JkdmxyJKiJxAfvJnrjy8KCze4RyGYeYYnG3i0f96XKtDbRfbnbkgIQYjIyN47bXX8Nvf/tamA7hQKIRMJkNERATy8vJw6623oqCgACEhIbOu4QKBAHK5fHbDg8s5Tv31hnTX5OEXL/VgfNxi8qVUSpGS7L4+xpcaujE6bMm0yxVSpGUtf5ZYN6VHxXH25kXB7fxUIK7CMAxKS0tx9OhR0FZqCQDo7OxEZ2cnjh07hvvvvx9RUVGs1+Vy/uqPpaC7uxs9PT0ICwtb7lshEK5LSIBNICwz/7T3q3mD6xkYAP/yaT3SI32RGOy9+DdG8Fia+tQ4dKHP8YnXaBuewv6venBftudszjAMg5Krwzh8oQ+jU0bIRAKkR/nirvRwKKWu/2liGBoT2sOsYyqvWxZ6uwtCJhbi25kRUHR1ot8SCyEpoNCp4Lq9vR00TSM8PBxyuXw2cz0DtyZ4pk2XUCjEv/3bv2F4eBj/8z//g2PHjuHGG29kzbXm4kQLtGZLza2v2BvxSv41t9zsdYZ/FBQix34AOrMJJX1sY7QiHvXXV0ZG0KNWz46lQhFyIxzf77mr7aA57blCVd74l3/5F7z88suQyWTYsmULCgoKEBgYiJqaGrS1taG7uxvd3d24evUqmpubcfr0adxxxx346U9/iujoaIdZ1HG1Fheusn9/89NdC1q58vCczDiI3GjyVXqKLQ/P2pAAiQuZdndTceIi9DpLrXFQmB9WZfAzCXSVc+fO4dixY/OeMzk5iffeew/f/e53ERlp+b5ds2YNTp06taj35yzd3d0kwCYQFonlL6IhEL7BXB3U4LgNWbg9TDSDd8+3Ldr9EL4e7C6b607tUB6EWgAAIABJREFUiPdLnZ+zWBxv7MfWP5zCQ2+W4b3z7dj/VQ/2VnXhl581IPelY/j3g5dgNNOOF7LBlKEWRrMleBFQcnjLCtx16y6jN09gQFvHOhahyHdqDYVCgYyMDHR1deH999+3GyDPIBAIIBKJZoPuxx57DBKJBGfOnLFrhAQAVVz3cP81EFD8HxfODlxmjTeu4Ncyqry/EzqzRUobKvfGSl/HZl1z23NFQCZy3G+bW39dmBgDtVqNv/zlLzCZTHj//ffx+eef4+c//zl27tyJP/7xj/j888/x0Ucf4dVXX8WTTz6JpKQktLa24tVXX0VGRgbee+89h9ctbWAH9gmRgQj2d23TtLScKw93nPF3hvMcefj6wtVuXd9Vzn7JlodvvC1tUduG9ff3OwyuZzCZTNi3bx8ryx0SEjLbe95TmO87gEAgLAwSYBMIy8iH5R2OT+LwWXU3pgyeVc9FWFpKW4adnlPfPY5J/fJ/bvZWduKxdyvtqjYm9Wb8z6mr+OH7VS4F2eNTB1ljb9lmCATLb/LWNVkCBha5sUoSC28xfykvwzAIDAxEWloaAOC//uu/8Le//Q3qa5nbmRZcDMe1HMDsg76XlxcMBgNEIhFkMpnda1WMsKW3WX5JvO9TbzaiYqiNdawgeCWvucXd7GCRb3suV+ThNM3g7Jz+17E4duwY1Go1tm/fju3bt8/WzprN5tn3MT4+Hvfeey9eeeUVHDhwAK+++irWrl2LsbExPP/88ygpKQEAm/8WAFDClYenuZa9HhicQEvb4OxYIKCQk+Wa1NwWPZ0j6GixWl8oQPZG9/bXdgWDzoiKE2yPgI23pS/qNcvLy506f2xsDJcvWzaatFqt0y7ii42nydYJhOsJEmATCMvIxd4Jp+dMGszoGPGsP9SEpWVSP7culNe8Zd6YqesawzP76mE77GBz/NIA/utIk+MTrWAYBuNTB1jHVPLllYfP0Dl5ljWOUjiXVZ8JNP/1X/8VCQkJuHjxIp5++mm8/PLLuHTpEiiKglAotBmQzkiW9+/fDwDIzc21e50B3Qg6pqwUABAgw49/1rJiuA062pIZC5GpEK8M4jWXa3DGRx4+ZTSiopvdnmsTj/Zcl/oHMajhtOeKDENFRQUAYPPmzazzhULh7PvIMMxssB0REYEf//jH2LdvHzZt2oTW1lb87ne/g8FgsPlvYaZpnK9rYx3b4Ko8nJO9TlodBpWP+zaTSs+wf/9SMqLh7cb1XaX6zCVordqGBQSrsHpdzKJdz2Qyoa6uzvGJHGpqamb/v6SkBOPj4/Oc7ZgVK1bYPO6KsRtFUUhMXP7NEgLheoUE2ATCMmIwuSaDdXUe4frAW+ZaDaS31LFsdjF580zrnL7Q87HrfDs0TmTdtYY6GMwWVQgF6ZK357KFmTagZ6qUdSxS6Zps3dfXF4cPH8b27dvR2dmJ3/zmN8jJycG2bdvwyiuvoL6+HkajEWazGaOjoxgcHITJZMJLL72EP/zhDxCJRNi+fbvd9cs52es1PrHwFvPPdNmSh/PJQneqx9AyYW2MJkB+aIzDeec7O2CgLRtOUT4qxPr6OZzHdQ9fHzvdnmvFihUQiUQ4f/789H2IRHMy0RRFsYJtk8mExMRE/Od//ieCg4NRUlKCtjb2+jM0tvRjXKObHXvLpUhJcK0OtqycvSGxPse98vCyM+x/y7xCfkqExabkEDvYXX9LyqK6h09OTrokpx4dnTahNJlMqK6uXtA9xMXF4cknn8QPfvADrF+/HmvXrkVaWhpuuukm/OM//uOc/vYEAmF5Ib+RBMIyEqh0bPzjznmE64NNq4JwqU/t+EQrcmL9l9VFfFijx8GGXscnWjFpMONvNd14OI+fedHY1BessbdXEYQCpVPXXAz6tNUw0pZsqZcwAIFS11sdxcbG4sUXX8TKlSuxa9cu9PT04PDhwzh8eNrcTalUIj09HZGRkRgYGEB1dTU0Gg2MRiNeeOGFeTPYXHl4dgB/eThgqz0XvywZN3uduSIc3hLH33Pc9lx8stcAbMjDYwAA+fn5MJlMOHbsGI4dO4Ybbrhh3g0CiqIgEolgMpmQlZWFnJwc7N+/HxcvXsTKlXMD0pKv2PebszYaIqHzwaHeYEJ1LdtXIc+NAfakRoeGavb6uQWr3La+q5hNZpQdbWAd23BL2qJe057Un++8trY2TE46NjK1h1AonFVUhIeHIzycXVrS1tbmdBswhmFQX1+PvLw8l++LQCDYh2SwCYRl5PZU5zMX66J8EcazZy7h649Gb8KRC334uKITn9d2o314Eg/lRMNZO59HeAapi8WFngkYzc4/qNZ2jvE6b1oe/iXrmK/8Nqevtxh0TJ5hjSMU+aCcMA2zxZo1a/Dv//7vuHjxIvbs2YMnn3wS+fn5CAoKgkajwdmzZ/HBBx/g5MmTGB0dRUhICH7/+9/jV7/6FaRS24GrzmxA3Rg7QM72598rt10zPKc9V24Qv5rg4h623LkonF97rtPtbaxjfOqv1To9ajp7WMcKEmIAANnZ2XjooYcwMDCAu+++Gy+//DL6+iySebPZPKd1F8MwsxnElpbpjQJbwTUAlHLk4evTYhzery3q6juh01uyqoGBSsTF8pPi86G6rAUmk+XnjIgOQHhUgNvWd5ULFS2YGLEEq0qVF1Ly3Nf32xYKhcKlDLGvry8AzPokuIJQKMQ999zDciTnMpMpdxZX5xEIBMeQDDaBsIzclByMFd5SDKj1jk++xiPrlzdQchaaZlDaMoyLvdMBVqBSghuTguErlyz3rXk0PWNavF58FZ/WdM2puS5IDETRqiCcbBq0M5tNSrgKNyeHLMZt8kZndK1uXMtz3pShFgZz5+yYoqTw8brRpWu6E4ah0ak5zToW5aI83BY+Pj544IEHcPfdd2NoaAjt7e3o7e3F4OAgWlpaIJPJUFRUhISEhDm9ebnUjTXDYFU/HST1Q7Scv/Px6QFO7+yAaF7tufRmE0r62IaPfOqvW8dG0TlhqWuVCIXIi3Dciq6kpYNVqhAX6I9wX5/Z8W9/+1toNBp88cUXeO6553D8+HHs2LED27dvh0KhmLPeTIa7uroaFy5cQEREBJKS5mb+x9RaXGxlt+danxrj8H5tUVbJzvjnZvEzhONL+Vm2PDxno2fIw7nZ65ytyRCJF1eZIxaLkZKSwqqp5kNGxnRfbkdu//YICAjAPffc43Hu4+5Cp9Ohrq4OAwMDMJvNUCqVSElJsVtrTiB8nSABNoGwjIiFArxwVzKe2FXNy/hpfVyAS1nv5YBhGOwq68BbZ1vROsSWx0lFAtyZFoaf3rjya5GNn9AZ0TeuA8MAIT4yqOSLW8t8oWcc332rHEMag83XzzQPAQBWBitxuV8z71org5X463ezIBEtr2DJT+Hahoofz/d6bOpz1thHtsUj5OGDugvQmi2u72KBHKFe2W6/jlQqtSkftYZhmHmDsIoRdvCS7Z/sVNB2tp+d/S5woj2X1mRljCb3xmpfx9nYU5zsdU5YBORix5+XOfLwa9nrGaKjo/Hcc89BJBJh3759OHDgAA4cOACBQIAbb7wR27dvR05ODry8vKDVaqFUKnH06FG88sorAIBHH33U5nXLGtphrTZOjApCoK9rn9FyGwG2u6BpGpXn2P+Wnhpg592UsiTXzc7OdirA9vb2xqpV05J6VwPGDRs28AquZzLlzuLn59irYDEwGo04evQoampq5tS2nzlzBtHR0di2bRtCQpZ3U5hAWAgkwCYQlplb1obiP+5Jxb98Wg8TbT/MXh8XgDe+kwmxC/V6Sw1NM/inT+qwr7rL5ut6E429VV0ovjyI3Y/lYmWwaz1gF5uq9hG8W9KOgw29s/JmoYDCTUnB+M76GKyPd79kcmBCh51vV9gNrq253K/BtzLCUd0xirZhtrO8n1yM+7Ij8aPNCfCRLa+5GQCkRfgiyFuKQSfUGgB4Zd4Zxoyxqf2sY76KO526zmLRoTnFGofL10MoWB71xnzBMsMwqBhhtz5yRh4+ZdKjcqSNdawgmF/N7klOe64ivu252pyvv2YYZk7/a26ADUxnH/fu3Yvy8nK8/fbbOH78OK5cucKqdY+JiYFSqURDQwMkEgkMBgN++MMfYufOnTavPUce7mL2urdvHB2dFim+UChAZoZra9mi5XI/RoYtG3decgnWZsyvflgKuq72o7vVotoRiYVI3ZCA0dFRUBQFhUIBMY8NFlcICwtDYWEhTp8+7fBcgUCAb33rW7OZ65CQEERERKCry/bfQ1tIJBKsXbuW17nR0dHw9fXF2Bi/cpqZe6QoCm+//TZGRkbAMAxUKhXS0tKQlpZmt4xkoRgMBrz//vvo7Oy0e057ezveeustPPTQQ4iO/nop9giEGUiATSB4APdmRSI90hfvlLThs5puTBksstjMaD88nBeF21PDvhbBNQD899Emu8G1NYNqPb77VjkOPl3gUZJxhmHwn4eb8Jfiq3NeM9MMDjb04WBDH3ZuiMHTWxPxaU03zjYPQqM3QSkVIT8hEPdmRrqU6f7ruVangtCy1hEU/7wIFW0juDo0CbOZRojKC0WrgiBbZOmkM0hEAuzIjsSrJ67wnhMbqEB+fKDD8zT6UpjMA7NjAaWAj2yrS/fpThiGQftkMetYlHLT8tyMA1onezCot9RkSgVipPnyb+NTNtQCo5Wbd6TcHzEKfhtQrrTn0hqNKO1mP6QXRcc4nHdlcBh9E5bgUSYSITvaftY/JycHqampaG5uxrlz51BTU4P6+npUVlaira0NMpkMAQEBkMlkePrpp/H000/bDPJomkFpfRvrWJ6LAXZ5Ffv9igxXory8BDKZDAkJCQgKWlgtdkUJO3udkRMHsXj5HxfLjrEN+ILjffDqn1+ZrYkXi8VITU1Fdnb2omQ/N2/eDIFAgOLiYrvnSKVS3HfffYiNZW/25OXl4ZNPPuF9rczMTN5BrkAgQE5ODo4cOcJ7fYFAgIMHD7KOaTQadHd34/jx47jzzjuRnMx/g40v+/fvnze4nsFgMOCDDz7Aj370I3h7e+YGPIEwH8v/jUkgEAAAicHeePHuFPzytjXoGJmC3kgjyFv6tZBQWzM2ZcCbZ1odn3iN3nEdPqzoxA83ubfFzEJ49fgVm8E1l3dK2vBuSdscef/JpkH85+EmfH9jLH5+0yoIBfxktjqjGR9XOH74sKZ7TIvTzYPYuiYYGxIcB6PLyc78WHxa042uUa3DcykA/7JtNQQ83ruxSbY8XOV1CwSC5f+9GTU0Q2O0mGkJKAkiFOuX8Y7sUz7Mlt6m+a6CVMh/0+t0P7tmtyCYX3uuDhfbc5V2d8JgZTYW7u2DOD9/x/fJac+VExMBqYPgUSaTISUlBSkpKdDpdFCr1dDr9WhtbUVPTw/Wrl2LyMhI+Pj42F2juWMQI+NWfbdlYqQmulbuU17J/n6lmGGcOjWtlDh8+DBiY2NRVFTkcvavgiMPz9qwuCZifCk/xv6Minz1MJstnzGj0YiqqipUVVVh69at2Lhxo1vr0imKQlFREVJSUlBVVYW6ujpoNBpQFIWgoCBkZmYiLS0NMplsztzk5GR0dHSgvLzc4XWioqKwZcsWp+4tJycHzc3NaG3l97d3PtdxvV6PvXv3oqSkBBEREUhNTZ239IQvo6OjqK+v532+TqdDVVUVioqKFnxtAmGpIQE2geBhyCUirA6x/6Dm6XxS1QW9k326d5W24wcFcbwD0cWke0yLPx6/7PjEa9gT9etNNF4vvoqeMS1evi+dV6BY2zmG0Snn+60evzSArWuCnZ631PgrJHjv+zl45K/l6B6zH2QLKQovfWstbuIhD6cZHca47uGKuxZ8r+6gTX2SNQ6T50AsmGuS5QmUceqvcwP4yVOBa7LrAW79Nb+a3WKOPDxrRQSv9lxz3MNjYnkFU+eusltPzbTn4otMJpsNoCIiIlivzVfjXtbQxhpnJUVBLHJeYWIymVHJyWD7+7KNAFtbW9He3o5vfetbvGXGM2jUWjTWs9VHWRv4KxkWi8kJLS5UsH9u3yj7CqHjx49DJBJh/Xr3b2gFBATgpptuwk033QSapkFRlMPPHkVR2LZtG+RyOc6cOTPHiX6G1NRU3H777U5L3UUiEXbs2IF9+/ahqanJ7nkURfFuO9bd3Y3u7m6UlZUhLCwMt91224IC7aqqKpfmFBYWLmqfcwJhMSCfWAKB4FZmDLicoWtUi/Zh1/uEupM9Ze2YpxTeaT6v7cEbp6+ioXscX3WOoXfcfmA5rnU+uF7IvOUgLkiJ/f+wEU9tSZjTz10kpHBHWhj2PbkB92fzq/mc0B4HzUxY1hAEwlvmPpduV2EYBu0adoAdrSxanptxwIhhApfV7MDTmfrrpok+DOgs/wZeQgmyAmJ4zT3BCbA382jPBQDF3PrrKMfXmzIYUdHezTq2Md7xPL7MF2SV1nF6Vqe4dt0vD56D3qqESCxmoJTP/cKiaRqffvqpU3W/AFBT3grabNkgjYoNQnCoayZa7qTmTBPMVhu3Ml8BZD7zb1AcPXp0QS2ytFotampqUFxcjNOnT+PixYtzMr8ztcx8aGpqQn19vc3gWiAQICsrC3fddRckEtfKpSQSCR544AE8+uijSE1Nnd0IkkgkSExMRF5enss9vXt6evDOO++gra3NpfkA0NHR4fgkDmq12qnacgLBUyAZbAKB4FbUOteCPY3evmRtKdn/Va/b1/z9oSb8/pAlq5AT649H8qJxa0ooK2svl7hWMy33oFprPvgrJPjHm1bhx1sSUdMxitEpA2RiIZLDVAjyds5cZ3RyH2vsK78TFLX8f9rGDC2YMFoeKAUQIVKxcRnvyD4Vw+za1gRlJAKkKt7zufLwvMA4SIWOM3A6kxGlnPZcmyMc11+3j42hfdzy0C0WCLA+0vGGTHlbJ4xWwU2knwoxAYsfPGp1Rnx1mR3Y56U6L99mGAaHjlSyjvmpzLAX39E0jTNnzmDHjh28r1FdyvZI8BR5eOVJtgGfb4TjzxdN06iursamTc75Hmg0Gpw4cQL19fVzXK4VCgWysrJQUFDgVG/s6upq/P3vf5/3XisrK6FWq3Hfffe53NqLoihERkbO9s22VlX89a9/dWnNGYxGIz788EP8+Mc/hlLpvPs9971c7HkEwnJCMtgEAsGtKF10rFZIlz8oAuC0y7UrlLeO4B8+qMEP3quE1ioblRKugtSFdlrZMY5rTz0RiUiA3LgA3LI2FEWrVjgdXJvMI5jQsrPEfoq73XmLLsPNXofKsyEVembpR9kIuy7SGXk4MLf/dUEwP3n4+f4O6MyWjbVwhQ8SVY59BE61s7PXWWERUPLI+p25ws4ib4yPdmuNrj2qLnXCZJUVjlihQvgK5wP79vZ2dPWwv5/8VfOX41y+fJl3BpBhGFSVshUF6/KW3xuDYRhUFjeyjvlG8Mvy1tXVOXWt0dFRvPnmm6iurrYZ2E1OTuLUqVPYtWsXDAbHnR4AoKurC/v373d8Iqaz3CdPnnR8Ik+sP98jIyPznMkPnU7ndD/wGby8XPPFcHUegbCckACbQCC4lXwXWleF+3ohJsAzalPFwqWrAz9xaQD/8EEN6GuadF+5BHekOWd85CMTOT3nemF06nMAlgBNKoqHlyRt+W7oGgzDoE19nHUsWrnZrdcw0e5RfOjMBtSOsgNkZwLsEf0k6kfZ2Vne9dddnPZc4fG8At5iToBdFBPD63rc/tcbbbTnWgzK6tmBfa6L8vCLF5uhnmS/P34q27W8MzAMg/b29nnPmaGncwT9PVbKAIkIKRnL3yapvakXw33js2OBCPAO5bch64xE3Gg0Yvfu3bw2JNra2ubNSFtz/vx5p6TZ5eXl0Ovdv9HrqjycS2VlJWjaOZ8VALN9wZ0hNDSUuIgTvpaQAJtAILiVe7MiIXEyC/tgbpRHGJwBWHKDuWON/Si+bGkx9VhBrFPv36Mb4+DlorT8687o5F7W2E/x7SXJSDpi1HAV40ZLUENBiChlodvWN9FG/NvFH+LNlt+hdPg41MZxx5Ps8NVYE/S0JVMXJPVDnCJinhlszgxcBmNl9bfaJxTBXo5/hxiGsVF/7VgerjeZUNrFdtovjHbc/7pzZAztI2xZeW5spMN57qC8gRNgr3UtaL18ZRjT/vrTKOQ0pDwSuXyDtWpO9jo5PQoyr+Vvn1h16hJr7BMqhoDnRqgzUuuLFy9iaIi/h0hDQwMGBwfnPUej0aCxsXHec7gYDAb893//N1544QX87ne/w+7du3H58mWXglpr5nO5d4bx8XFMTjrvmZKWlua0eVt2drZHfKcTCM5CAmwCgeBW/BUS7NwQw/v8Fd5S7MjhZ2i1FDyYu/T3sqvUUoe6OsQHf7w/HSIeGw7b08PwD1s8o0ZyqdEaGqE1WEubKfgpvr1s92MNN3sdJs9xqzy8WdOASbMal9S1+KTrf/Hy5X92OTtVOjxXHu7MAy23/noTT3n41YkRdGosGwMSgRAbQhwHnuXdXdBZGU2FKpVY6e9YNXOW4x6eERUGJZ/odIH0j6jR1mOR5goFFDKTXAvsO7qnWGNH2esZ+PZTri7jyMNzHW94LAXVp9kBtopH/fUMzvQEr6io4H3uDJWVlfO+3tvb61JgbDAYQNM09Ho9mpubsWfPHrzxxhsYH3d9My09Pd3luVzma/NlD5lMhsJC/huNISEhSElJcfo6BIInQAJsAoHgdn5x8yrclhrq8Dx/uQRvfy8b/orlz5LMsC0lBKGquX1MF5OTTQMsc7htKaHY9Vgu0iNt12kGKqV4Zttq/IFn+6+lgGEYDGv06B7TLolhHTd7rZRthES0/FJ5hmHQpmEH2DHeW916jfrxMtY4SZXpUpaHZmiUcwzOcv35y8ONtAklg2xTrMJgfjJQbnuu3OAoyMWOvwe48vDCaH7tuc5y6q8Llkgezs1eJ8eHQil3zmtghq5udgcCPwf118B0DW4MDwm92Uzjq8o21rF1uctff23QGdHAyayrwvkH2JmZmfyuYzA47bgOwGHfaVcCUXv09/fj7bffdtkZ3ZUMsj1crYveuHEjr9ZpQUFBePDBB912vwTCUuMZrkIAKIqKAPACgFsABADoBfA3AM8zDDPqxDr+AJ4DsB1AKIBhAIcAPMcwjPPfngQCwWlEQgFeeyADGZG+ePtc25yex2IhhZuTQ/CLm1cjKkC+THdpG6lIiP/7Thbu/9/zmNTzyxAtFIYBRiYN8LYyiMuLC8DffpSPhu5xHL7Qh5FJA7zEQqRH+eKmpBCnZfiLxdiUAXsru7CrrB3tw5YM24b4ADySF40bk4IhErr3XmnGgNHJT1nH/BX3uvUarjKivwy10fKnRkCJEaVwX9swM2NGwzg7a5aiynFprUsTbRgzWh7WvYRSpPjy73lcNdyOSZNFfhwgVSLZl98mxwlO/TUf93BgrsHZJh7ycKPZjNJWtqx8Yzw/mfaU3gD5AjLd3AA7Z61rCpnevjEMDGlmxxTFwNfbcYC9evVqqFSOHeGbG3swqdHNjn1UcsSvctyHfrG5WNUKg96y+ShRCiBT8fs+USqVSEpK4nWuqzXPjua526BrbGwMhw4dwr33Ov995+Xlhdtvvx2fffbZgu4hNjZ2tgWYs1AUhZtvvhlRUVEoLS2d4w/g7e2NzMxM5OXluXwNAsET8IgAm6KoeAAlAFYA+BzAJQA5AJ4GcAtFUfkMwwzzWCfg2jorAZwA8CGA1QC+B+A2iqLWMwzTsjg/BYFAsEYgoPBYQRy+lx+LU5cH0NirhsFEI9BbipuTg7HC23P/eK4NV2Hv/9uAn3xUg8v9GscT3IBUZLtWcG24CmvD+bdMWkpqOkbx6LuVGJmc66ZbcnUYJVeHkRPrj/97JAsqufsyERPa4zDRlj8JAsoHKq9b3Lb+QmhRH2GNw+W5kAjdZ9LTomnElNk6KFYgQcm/Z7U1XHl4tn8yxAL+jwXF/WxztMIVKyGgHAc/aoMeFQPsgHdLuONSh87xcbSMWvbbRQIB8nm056rp7MWkleNzoEKOVcH8pMNPvP4pRtRa5K2KwvrV0Vi/OhpeEn6fZZpmUHGB/XPmuFh/XVXTxhqrvGk4Ki8WCoUoKOC3uVNbzn40SsuOhUCw/Jt4tWfZJQgZG1dBIBx0KLsWi8W4//77eWdA+cronZ0XEREBhULhUs2yPRobG6FWq10y/0pLSwNN09i/f7/LNd05Oa5t6FmzZs0arFmzBoODgxgYGIDZbIZSqUR0dLTLLcoIBE/CIwJsAH/BdHD9FMMwr80cpCjqDwB+CuBFAD/ksc5LmA6uX2YY5h+t1nkKwB+vXccznsIIhG8IQgGFLauDsWV18HLfilMkhfng8E8KUdoygjfPtuDEpQG4yYR1DoFKKQKVniOT58Olvgk8/Ncyh1n+8tYRfO+dcuz5QR5kburXPaL5kDX2U9wFgWD5W7kwDD1HHh7rfaNbr1E3XsoaJ/tkQehC32+GYXB+mN3CKC+Af70jwzA4xQ2wedZfn+ttg9Hq4T7W2w8xPn4O53Hl4ZmhYfDmERhx3cPz46N5lVaotXrUt/fBTDPoGBrDx+fqcOT5x3gH2Fc6hzA6YVF1yGUSJMc7Lp2xRVUtO9Pn6zN/cCQUCnHPPfcgLIyfoqC2kv3epmc7VgYsBbVnOJ+xW7MQmxGIzz77DBMTEzbn+Pn54Z577kF4eDjv60gkEkRGRqKzs9PxyVbExc2vvBCJRFi3bh3OnDnj1LrzQdM06urqkJ+f79L8jIwMxMXFoaqqCtXV1dBo+G8ix8TEuOQGbo+goCCn6uR1Oh3q6upQX18PtVoNgUCAFStWIDMzE/Hx8R6xKUQgAB4QYFMUFQfgJgBtAP7MefnXAB4H8AhFUT9jGMbuFiBFUQoAjwCYvDbPmj9hOlC/maKoOJLFJhAIfKAoCuvjA7A+PgAnLvXjiV3V0JsW5uRx5T5JAAAgAElEQVRqix05kW6XUS82z31+gbeEvrpjDLtK2/FYwcJNkwymXqh1xaxj/soHFryuO+jXfYUpk8URXkTJEKHY6Lb1aYZGwzjbiClFlevSWp3afvRoLQ7IIkqILH9+cloAuKoZRPeUJZssEYiwPohfze4c9/AIfvNOuyAPB+YanG1M4JdFrmjuhJm27KrFBfsj2Jd/1rDiAvu6mWsiXPo9p2kGNbUdrGMP3HsDursu2AwIExMTsWnTJkRE8HODNxhMuMBZfzkDbIZhQFEUJtVaNNdx7it/JfyDVXj66afR1NSE2tpajI2NgaIo+Pn5Yd26dUhISHAp0MrOznY6wM7OznZ4Tl5eHurq6hZkUMZldJR35aRNVCoVtmzZgs2bN8NoNOLkyZM4f/78vHOioqJw//33L1sQW1tbiwMHDszpPz4yMoJLly4hMDAQ9913H1asWLEs90cgWLPsATaALdf+e4RhGNaTK8MwaoqizmE6AM8DcJw72Yr1ALyurcNygGAYhqYo6gimg/XNABwG2BRFVdl5abWjuQQC4fpjy+pgfPz/1uO/j17G6cvzt2ZxBplY4LKLOsMwKLk6jD3lHbjSr4GJphHsI8Nd6WG4My180dp3XeqbQHnriOMTrdhV2o7v58cu2JRtZPIjAJY/FTJxErzEnuE02zpxlDWOVBRA7MbMeuvkJahNllZTUoEXVnq79rOXDrGz16m+iVCI+N/rqT62s3NOYCzkIsfZZJphcJITYPORh+tNJpzntOfaFB3jcN7I5BQu9g6wjm2I4xdglzaxg7v1q52Td1dcYM/PTnbt97ytfQhj41aZcLkEN9yQA5EwD319fWhvb4fBYIBMJkN8fDz8/f2dWv9SfRcMVsaEgcE+CI9y7MzuLhiGQWdnJyoqKtDc3AydTgeJRALhlA9oqw2OyMRg+AdPl8sIhUIkJSXxrrHmQ1JSEs6ePYuBgQHHJwNITU1FQIDj90mhUOCRRx7B+++/79Yg2x1QFAWJRIKbb74ZcXFxKCsrw5UrbOPCoKAgZGdnY926dRCJlidsqKiowJdffjnvOUNDQ3jrrbfw6KOPOpUVJxAWA08IsGe0JpftvN6M6QB7JeYPsPmsg2vrEAgEgtOkRfrive/nYO2vD7vFKVskoPDqAxkI83U+CLs6qMGTu6rR1K/mHJ9EydVhvPhlI357dwruTHO/s/bntT1Oz2kbnkJt1xjWRTmWAtuDYcxz5OEByh0e0SfVzBjRrjnBOuZ2efgYWx6e5LMOYoFrpQULkYcDmCMP38TTPfzCSD8GtRYxmlwkRnaw40xrZW83powWs6tghRKrAx0/RJ+7yg5yk0JXIEDJz1jxfBM7A523in+AbDSZUdvUzTrmaoBd/RX7PlLXWhQvISEhCAlZmBlZXRVbGZCWxc+Z3REmkwlNTU2sGts1a9awTNf0ej0++eQTNDc3s+YaDAZ0VLH/7dI28DfgcwWRSISHHnoI7777LkZG5t9AjI+Pxx133MF77cDAQDz++OMoKytDVVXVgmuyfX1td5hYCImJiUhMTMTY2BiGh4dhNpvh7e2NkJCQZf2OHRwcxIEDB3idq9PpsHfvXjzxxBMe8XeB8M3FEwLsmW9ae9t6M8cdfZu4ax0AAMMwNns7XMtsr+OzBoFAuD4xuEEmHunvhZfuTkFBovM77VcHNbjn9RKMThntnjOhM+GpD2qgM5pxX5ZrfXft0T+uc3ySG+fNoNadgtFsCVooSgY/xd0LWtNddE+WQk9bakKlAhXCFK7Jt21BMzTqx8tZx9J8Hbe7scWgbhSX1ezgJS8glff8Yb0GX42ym3LwDbBPdLGzYxtDYyAVOn4UOdXGDgILoqP5tee62sYa5/N0D+8ZmUDHoEUtIBIIkJXAT3INAA1Xe6G1cr8O9FUgNty1rHDNV+x/q3VprgXq9uC250rLWpg83Gw249y5cygvL59T33v48GGsXr0aN9xwA1QqFfbs2TPHSXqGiT7299vKDPf+3LZQqVR49NFHcerUKdTW1s6RI3t7eyM7Oxv5+flOm3EpFAps2bIFhYWF6OrqglarhUgkwsGDBx0G9NZQFIXUVP6/r87i6+u7KAG8q1RUVIBxwgBlYGAAbW1tiI31DB8BwjcTTwiwHTHzF3Sh9kLuWodAIHzDUcnFGFS71tYFAHy8RCj++WYIXZBLMwyDH+2unje4tubZT+uRE+OPmECF09eyhyv3DWDBdebDml2ssa/8dggFnuGw3qI+zBrHeG+BkHKfc3rbZBMmTJa6S6lAhlXeaS6txXUPX+0dgwAp//fxTP9lMFZ/Slf7hCDEi9/8k93sCq0tEY7l4QBwqr2NNS7iUX89XULBqb/mGWBz5eGpsaFOteuq5MjDs5KjXMqomc00ajl1yBnprjmR28KgN+JSA3uzJC0zxuX1TCYTPv74Y1y+bFtMyDAMGhsb0dbWhpSUFLvBtdnAYHKI7fEwONWB6WpB2+u6K2OpUChw6623YuvWrWhqasLExAQEAgECAgKQkJCwYJdrkUjE6k0+MjKCgwcP8p6/Zs0a+Pj4LOgevi6YTCbU1tY6Pa+qqooE2IRlxRMC7JnMsr2/zj6c8xZ7HQKBQJiXG5OCsaesw/GJdsiJ8Xc5SC1tGcGlPrXjE69hohnsKm3Hr253X61iwgqlS/PiglwP8g2mHkxo2VVCAcqHXV7PnRjMk+iaPMs6Fud9s1uvwXUPT/LJdJs8fH2gc9kwbnuuohB+1iRD2kl8NcQuL9gc7tj4rls9geYRS1s2IUVhY5TjIPNy/xAGNVa1y2IxMiL5lUyUcuThuSudy55WXmTXi2cnuZZ9vdIygMlJy2aej7cM8bHuM3FqutjDqr8OClYhOMz17OXhw4ftBtfWaLVaVFRU2H1d3W9kpUNkKgFaOi5jamoKcvm0xH9gYACVlZW4cOECpqamIBQKERoaiqysLCQnJy+4XlgqlS5qpniGrKwsXL58GVevXnV4rkqlwrZt2xb9njwFtVo9R0XAh6GhoUW4GwKBP55gWzvzl9pebfRM0Y2jb2x3rUMgEAjz8nDuwjJID+e5Pv+DcucD+48rO2E0u8/9/FvrIiAWOrdBkBvrj/gg1wJzABjW7Abb3GwN5BLPqNZp15yEmbE8BCpFoQiSuc94jWZofMWpv071tZ3Jc8SEcRL1Y2yZtjMBts5sRMkge35RML8Au7inhSUhW+sfjGC5Y1fu05zsdUZoGHykMofzuO7hObERkNjpN28NTTMov8wOkDc4YXCm1RnRcKWXdSwzybUyDW72Oi0lasFGgdbUV7WxxqmZ/KT3tlCr1aiqsucPO5f5ZL/qPrbHhU+oGCaTCQ0NDTCbzThw4AD+8pe/oLy8HJOTk2AYBiaTCZ2dnfjss8/w2muvoa+vz6WfY6kRCoW4//77HRq2rVixAjt37nSp/7UnodPpUFlZiS+++AKff/45jh07ht7eXpvnOiMNt8bVHt8EgrvwhAz2yWv/vYmiKIG1kzhFUd4A8gFoAZTammxF6bXz8imK8rZ2EqcoSoBpozTr6xEIBIJLJIX54NvrIrCvusvxyRxWh3ij0IW66xmuDPDvWTrDhM6EIY0eoSr3OFoHef9/9s48Oo7qTPtP9a5Wq1utfd9Xy5IlW/K+YRsbszjgAAEMCcvkyzCZCSFMDpNkBjLJDMmQ+SZDAid7cPIRtkMIhIABg23Au2RZsmxZi619l1qt7lbvS31/yFL3rdZS1V1Cbfv+zvHxuberbl1Zbamf+77v8ypx24o0vFnfv/DFV3hoQ+jpej7WhfHJV4i5eM0DEWNic9lCpnfmxuwUdW8d1otB7uElMZUhrXXK0ARfwEFFtjoV6VH8I6Knxzrg8AaYjam0KNXx6+18uI/jHs6zPdfFUdLVmY97OAAcC0oP53df28AojFb7zFijUmBZZjKvewGgsb0fnoADrfQkHVITQkvp5Qrsygpx/RTO1XcR4+VVoR/+1dfXiyZsLMOkwI5Jmfq4ajQa8be//Q1nz56d936TyYT9+/dfNY7SCoUCd999N/r7+1FbW4vW1lbY7faZ/tw1NTUoLCwMOz19KXG73fj4449RX18fFJU+evQoMjIycNNNNxHt5aKjoyGRSAS/r66XFHpK5LLkAptl2ctXWmjtBPB1AD8PePnfAUQD+FVgD2yGYUqu3NsSsM4kwzD/D1OtuL4P4ImAdf4RQA6AD2gPbAqFIgY/2lsOq9OD9y/wj5KkaFX4zZerw4pABfblFYLHK679xNO3leFCvznIxXw2Hlyfg11l/AUKF7PtA3h8/tZoEkYTMeZmk+5BDNvJD/v5WnFTOBsnyP60ZWGkhx8fayTG6xOE1XEf5rTn2pJczOswwe3z4tMB0qjsBh7tuQDgBzfswFdX1uCT7k582t2FbTkLp5U73B7UdZMHQHwNzk61cdprFQrrU3+Gkx5eHWL02uv14RynPrqyQjyjL4/bi4vnyPXLV+aEvF5XV1d4G7qCz8ticpQjsJP9ArulpWW224JwOBx466238NWvflWUfX0epKenIz09HYC4deVLjdvtxp/+9Kd53yN9fX3Yv38/7r33XuTnTx2+KZVKlJSUoLm5WdDzVqwIzZ+CQhGLSEgRB4B/ADAC4GcMw7zFMMyPGIY5BOBxTKV0f49z/cUrf7h898r132IY5uMr67wF4Lkr63990b4CCoVyXaGQSfDCvpV49osVKEtb+LR8S1Ei/vL19ciM49ciaC6StAv3GuYilTCI14QmyOZCFyXHa19bi81Fc0eH5FIGj20vxNO3LQvrg+LY5H5irI/eC6kk9HRzMblseZ8YJ6jKoFOIJ4K8rBfnTKeIuRWx60Nay+axo95IihMhAtvH+oLac/Gtv64d7oXF7a8ljlepsSKBX+QbADJ1OtxfUYlf33Y7ShMXjrjXdffD5fWbZKXHapETz6+2mGtwJrT+miuwV4VYf93RORpUf52bI1409nLbEBx2fyRRH69BRnbo/a9DqZWdDZvBCzbA30yuZqDQTH1cFVpb29/fj4EB4W0FI4FrRVwDwHvvvcfrAMbj8eC1114j+oXX1NQIelZ0dDRKS0uFbpFCEZUlj2ADM1HsagA/AHATgJsBDAL4GYB/Z1mWV/8ClmUNDMOsA/A0gNsBbAJgAPAigKdYlhWez0mhUChzIJUwuLsmE3dVZ6B50IzecRv6jHac7zfB4fZCImGQEx+Nu6ozkSuSi/ftlen4rF3Yh8xdZclQK8T/cR+rVuCPD6/GhQETXjrZg7M9RjjcXsSqFdhZloy7qzORoBF+IBCI3dUMq5NsT5Wg+XJYa4oFy7LoMJMCOz/mJlGfcWnyPKwef/uvKGl0yO7htePN8AQol1RVAnKj+fdJb5rox5jTX6IQLVNidTy/1P9D/WR6+Nb0PEgWUUBw08M35POrLXZ5PKi/TEa+hfS/nrQ5cbFzmJirLg2x/rqJ42Renilq/fUFTvuvssrQnM6nUSrD+78+TVB6eLIcDMNAJpOFZF519uxZpKXxf59TxMVsNgtyAne5XKitrcWOHTsAADk5OVi5ciXq6+sXvJdhGOzZsydsgzsKJVwi5h3IsmwvgId4Xjvnb4ArYvyxK38oFApl0WEYBmVpOpSlLX7LqFsqUvEf7zbzbtMFhGeqxoeyNB1+tFc8U69Axix/IMYa5XqoFPx6Li82o44mmN3+aKUEMuTE7BD1GQ3G48R4ubYGMklov7qPzZIeLkRQHeGkh29MKoSCRw9rADjEqb/ezrM9V6iE2v/6XNcQHO4AV21dNHKS9Lyf29DaD1+AMVNuejziY0M7XGtsIiPhK8rFrb++0BAssMOhoKAAHR3hV+FNjpA/2zRX0sNzc3PR3t4ueD2j0bjwRZRFo76+XrBZWX19PbZu3QqZTAaGYXDLLbeAYZh5TfRkMhnuuOMOFBdHxu8HyvVNpKSIUygUCoUHKrkUz9xRDr6y6K5VGViXF3ra51Li8RphtL1JzMXHPLg0m5mFS+Z3iXGmZiNUUvEOWTw+N5pMZPS+Uh9aerjD60LdOFnHGG799dZkfh9ku8xGdJj9iWgyRoKNqTmCni2EYfMk2kf8bb0kDIN1ufzEKbf+ek2RsKjumYukKF5ZkjHHlfPDsmxQ/fWK5eIJbJZl0cwR2MvDFNiVlZWCI4dxcXFBc0ER7CQZ4uPjBacKUyKD3t7ehS/iYLPZMD7u/5khlUpx22234ZFHHkFFRQVh9qbRaLBlyxZ84xvfQFlZmSh7plDCJWIi2BQKhULhx+7yVPz0S5X49huNcM9jXnbXqgw8s7f8qq3lG7e+ApZ1zIzl0jToom5cwh358fgc6Jok+3IXaG8R9RktlgY4fP4+zhqZDgWa5SGtdWa8GU6fv0Y2QRGLohj+gqp70oCOSb/RnJSRYFPSXF0xST7uI9t6rU7OhFaxcJutUDneQaaHl6clQxvF73mnOQJ7rcD66/oWUhSH2p6ru8cAs9nvZB6tViA/T7z+14N9Rowb/On+SpUc+UUpYa2pVquxfv16fPrpp7yu1+v1ePDBB/Huu++itXWqtt9l9cFt8/9MY6RAYUUm7tt3X8gtm2YT8ZTPD7ebf7ZVILPV9GdmZiIzMxN79uyBw+GARCKBSqWCRELjhZTIgr4jKRQK5Srk9qp0HHpiK26rSIVsjrrMIbMD5/omZn0t0mFZD8Ys+4m5hJivgGEi41y4e/Iw3AHiVyWNQ5p6jajPOGs8RowrdGshZUJr08NND9+QuAIShv9HgENDpK/oqvhsaBX82r4d4ghsvu25QuX4ZVIk800PtzpcON9N1k+vFiCwLVYH2rrIlmKhRrC50euyZemQCnAyX4jmc2RUsWR5BqQ8eoQvxNatW1FVVbXgdTqdDvfffz+0Wi3uuece/N3f/R1WrFgBt5ncQ05JCr76f76KmJgYaLXaGXdpIVRWhtbS7nrF5XJhaGgIfX19mJgI//dHVFRo7SHnu08mk0Gj0UCtVlNxTYlIIuOTCoVCoVAEc+zSGN5tGsRcnbs+ax/DicsG/PRLlbhtxdVl8mOyvw+3d3BmzDAqxEXfu4Q7IuGmh+fH3ASJiOLf4bXjgrmOmKsKMT3c5XPj9Ph5Ym5DgjDRcZgjsLel8HPptbicOD1CirnFrL/2+Vgc7whNYJ+53AdPQL/dnCQ9kmP5u9U3tg0Q9dd56fHQa0PrGnDuPPlvViFiejgANHMNzlaIs75EIsGePXuQmZmJEydOYHR0lHhdoVBgxYoV2Lx5M2JiYgBMeVhkZGQgIyMDEy1SnMdHM9dXrC0mBNTq1atx+TJZzz8fGRkZ1OCMJyMjIzh9+jQaGxuJqHN6ejpqampQXl4eUh/u4uLimQwFviQmJtLMA8pVDRXYFAqFchXyadsovvuXpjnF9TQeH4vHX2tAWqwKq7Kvng8so+bfEGN99Bchk/I3m1pMLO5+DNlJR9sC3a2iPuOCqRYe1v8hN1aegGw1v5RsLmfGL8Lu9bd7ilNoUarl5/4NAAbnJBqNZET1hmR+7bk+G+yEO0C05mnjkKtdvPdh6/AoDFZ/ZkG0QoGKDH6pz6fbSFEruD0Xt/66NLToNQA0XSD/vSuWh77WbFxsItdftkK81nIMw2DlypWoqqpCb28vhoeH4fF4EBMTg8LCwnndxls5deHFleThSFFREW9HaZVKhdtvvz20L+I6o6GhAX/961/hC/i/Ok1/fz/6+/tx9uxZ3HPPPYIj0suXL8cHH3wAp9O58MVXqKmpuWpLmygUgKaIUygUylXJ/37UtqC4nsbjY/HzQ5cWvjBCsDrrYXORH6ATYx5eot0Ew41eJ6rKEKvIEfUZ9RNHifFK/QZBKd2BHB0jW+SsTxCWHn5kqBUs/G+2Ul0qUtX8ekpz668XPT2cE71ek5sBOc+o2+l2UiCvLhQW1eXWX68sCS0qPDJqxvCIvzWbXC5FcRH/nuELYbc50XWJTIUvXp4u2vrTMAyDrKws1NTUYN26dVi+fPm84trn8+ESxzm9iCP8GYbBrbfeijVr5i/HiI2NxUMPPYSEhITQv4DrhIsXL+Ktt96aVVwH0t3djVdffRUej2fe67goFAps27aN9/WJiYk0rZ9y1UMj2BQKhXKVcb7fhPoeYbVxn7SOottgRXa8OP24F5NRCxm9jlFthUoeWvRWbHysJ0hgF2jFjV5b3Ca0W5qIuarYjSGt5fK5ccpArrUxzPTwG1L4Ra+9Ph+O9JNtm7Ytcnuu2fpf88E4aUdrvz+dmWGA6kL+UeNJuzOo/roqxPrrJk79dUlRKpQi9rFvax6AL+B0LiM7HlpdaKnsYjLYNQZroLGbNgppuYlB10kkEuzevRvV1dWoq6tDc3MzrFYrZDIZUlNTUV1djdLS0uuqF7LX64XL5YJCoRCUxu31evHee+/xvr67uxtNTU286uwDWb16NaxW64IGeAkJCbj//vuhUCgErU+hRBrXz08fCoVCuUY4emlM8D3slfsiXWA7PT0w2cgPfIkxf7dEuwlmwHYKNo9fiMkYFXI0Ive+njgOH/zRpFRVFlKjQkvhrTe2EOnhsfIYLNPxjyJbPU6cHOOIZJ711w2GQRgc/nTtGLkSNUnipjoH4nB7UNfdT8ytz+MnsOsucSKnaYmIjeafCnuOU3+dkxaHuBBFa1Mz+TUsLxM3utzCSQ8vETn9PFTaOcZrBeWZ86YJJyYmYvfu3di9e/diby0i8Xq9aGlpQW1tLbq6umbmc3JyUFNTg5KSkgXFdmtrKywWi6Dn1tXVCRbYDMNg27ZtyMjIwMmTJ4P6pWs0GqxcuRLr1q0L2RSNQokkqMCmUCiUqwyLI7S2J5MOYal9S8GY+bdAgLhUyYuhUW1eug1xaDO9Q4xzYrZDIRX30KLe+BkxrtKHFr0GgKOjZ4nxhoQVkApIDz860g6Xz/++yVDrURiTzOternv4lvQ8yCXBH/i9Xi8kEsmMmGJZNqT6yzM9/XB5vTPjNJ0WOfH8Utm59ddC08PPctLDQ41eA8D5ZnKt8mXiCuAWboS8PEIENic9vLBCXGO3awmz2YyXX34ZQ0NDQa91dXWhq6sLKSkpuO+++6DVaudc5/z583O+Nhf9/f0wGo3Q64V7YhQVFaGoqAgGgwHDw8Pwer2Ijo5GdnZ2SAZqFEqkQgU2hUKhXGVolPKQ7otWRvaPfI/XiHHrq8RcYszXIsbsxu4xoM9Kts4q1O4R9RkjjgH02kmX5KrYDSGt5fK5cZKbHp4oLPL08WCwezjf78fHvaTA3j5H/fX0B+tpYR24vhCxfTwoPTyL971B9ddFSyOwbTYnOjpJ5+2yZeJFsFmWRct5MkIeKRHsyxzhn1WUhM8++wznz5/H5OQkpFIpkpOTsWrVKhQVFV237ZlsNhv+8Ic/wGAwzHvd0NAQ/vCHP+CRRx6BWj17NoXVag1pD1arNSSBPU18fDzi4+NDvp9CiXQi+9MWhUKhUIJYnx/aB5N1Id73eWGY/H/wsf4aTJk0GbHRX1jCHZFcMr8LFv4IqU6Ri0TVclGfwTU3y4teBr0iNKMmrnu4XqFFmYD0cJfXg6MjbcQc3/TwvkkTWib8QlHCMNia5n+2zWZDT08PPvzwQwwPDyMtLQ0SiQSxsbHIyclBUVER4uPjBR2ucA3O1ufxS6sfNU2ia8Q4M5ZKGKzM5y9qHU43LnaSpmFVxaGJ4outg0R9dGZGHHRa8VJmx0bMGB/zpwQrlDLkFvDLSFhMWJZFB8c5/fCp96HQkN9/s9mM9vZ2xMXF4Z577kFSUtLnuc2I4MiRIwuK62kMBgN+85vfIDExETqdDhUVFcjIyJj5fxVq1JhGmymU+aECm0KhUK4yVmTGoiJDh3N9Jt73bCxIQH4i/56+nzc+nx1jlheJucSYhyFhIsPshmV9aDP9lZgr0u4RNbrOsizOGkmBvUq/KeT1PgszPfzUWAcmPX6BHq/UYEUcv8guNz18VWI69Kopodje3o6nnnoKr732GhQKBVwuF4Ap86qEhAQkJCQgLy8PNTU12LRpE6qqqqDT6eDz+eaMWhombbg4FGBSBmAtT4Fd204Ku7KsFGhUc7tdczl/aRAer7+sIT1Jh6S4GN73B3KBW38tYvQaAFovkOsXlKRCJl96sTQ6YIRlwl+vL5EB8nkqL8bHx/H73/8ejzzyCBITg43QrlWcTicaGhoWvjAAo9EIo3HqAKm2thapqam47bbbkJaWhpSUlKB66IWQy+W0RzWFsgDXZ34NhUKhXOU8tr2Q97USBvj6DYvr3hwu49Y34PH5zdskjAbxmn1LuCOSAVstJj0DM2MJo0C+VlxzpS5rKwwufyRUxshRETt/O6K5cHpdOD1O1lduShCWHn6I6x6eXMJboH/Ux00Pn3r/1dbW4u///u/x2muvQa/Xo6ysDPv27cPKlSsRGxsLi8WC5uZm/O1vf8OPf/xjPPHEE/if//kfjIyMzJsSfKKTjF4vS02CXs0v8lvLMTirKRCWMn22lRTolcVh1F9fJAVwWam4AruteYAYF4ks4EOl8yK5L3WcbMHDK4fDgT//+c9gWZ79Cq8BWlpaZg6kQmVwcBAvvvgienp6sGrVKsH3V1RUzNtujUKhUIFNoVAoVyXbS5Px9G3LFrxOwgA//mJFRKeHs6wHo5ZfEXPxmn2QSnRLtKNg2s1vE+MczVYopXObB4VCnZFsYVOmrUZUiAZqdePNRHp4nEKLZbo83vd7WR8OD7UQc9tS+aWHW90unBwiBe+OKwL7F7/4BQ4fPoybbroJBw4cwKFDh7B//37U1dWhq6sLBw4cwDPPPIPdu3dDoVDg7Nmz+OEPf4ji4mL8+te/nvOZxy9z0sN5tucCgFpO/XWNQIOzxjZSHFaGmB7u87FobiHXEjuC3R4ksNNEXT9UOjiRe3U8v6j60NAQenp6Fr7wGsFk4p+1NB9utxuvvPIK1Go1ilaYqUEAACAASURBVIuLed/HMAxWr14tyh4olGsZKrApFArlKuWhDbn43VeqsSJzdqfkmhw9/vjwGtxdHdluvBO2d+Hy+A2qGMiRGPPIEu6IxOYZQ88k6exdpLtd1Ge4fS40Tpwg5lbFhZ4e/uloPTHemFAFiYD08IbxHoy7/AZIGpkSaxJyed372WAnXD5/rXqWJhb5unj4fD68/vrrYBgGf/zjH7F69WrodDpIJBL4fD5oNBps3rwZ//Iv/4J3330Xp0+fxn/+539i2bJlMJlM+MEPfoC//OUvQc9jWRYnQqy/HjJa0DvmFy0yqQSVefxFp8fjxflLg8RcqAK7t8+AyUn/oYhGo0RWpngHYyzLou1iZEawu4Ii2PzT1uvr6xe+6BpBTGM3u92OhoYGfOELX0BCAj+fhz179iA5eelr9imUSIfWYFMoFMpVzPbSZGwvTca5vgmcuGyA1elBjEqOjYUJKE0VN8K6GLAsixHzC8ScPnov5LLUJdpRMO2mdzjmZjlIUq0Q9RkXzGfg8PlrUKNlWhTHhPYMu9eJ2vELxNymMN3DNycXQy7h95EhyD08swAMw+D06dOw2WzYuHEjEhIS4PV6IZVKCedwn2+qllkikaCwsBDf+c53cMcdd+Cxxx7DwYMH8fTTT2P16tVIT/cLw06DEYNmv3GXUibFykx+IpkbvS7PTkGUgr9Lf1vPKOxOf9u8OJ0amcn8WoNx4UavS4tSIZGIV+M/1G/EpNlvIqiOViI9KzJqaYNTxPkL7PHxcbG3E7GI7bxdW1uLtWvX4uGHH8bbb7+N1tbWWa/TaDS4+eabsWzZwllTFAqFCmwKhUK5JqjIiEVFRmgf7JcSi+MwHO5AMccgSfsPS7YfLj7Wi3YzaW5WrLtd9NZhZ8bJ9PCq2A2QMqH9ij5lOA+nzy/6EpV6lGr5RZ+BqUMPbv31dp7u4V6fD4f6yTZj0+nhg4ODUKlUiIqKmhHS3DZcgRG66drakpISvPrqq9i1axfq6urQ0NBACGxuenh1dgaUcn7/dtz2XELTwxtaydTmyqL0kN8bzRyRuaxU3PTt9otkpL2gJDUiWl25HG70c1qTRen5v/en30vXA4WFhYiOjg65vRaX8fFxuFwuqNVq3HvvvTAYDDhz5gyGhoZmelSXlZWhpKSEOodTKAKgAptCoVAoSwLLshg2/YyY06lvgVLOv1Z4sem3noDV4zcekzJK5MeIa25mdk+g1UI6A9fot4S83mec9PBNiVWCRN9F0yAG7BMzY6VEhg1J/Ez1GgyDMDj8kfgYuRKrk6dE64YNGxAVFYUjR47g8OHD2L59+7xrBUa19Xo97rzzTtTV1eHQoUO45ZZbZq4LNT0cAOoukQZl1QINzhrbSIG9IsT0cABobiUF8LIScQX2JU6EvKAkMrJE+jpG4AtwYVdoJJAp+L9fdbrI8WpYbGQyGaqrq/HJJ5+ItqbH45kxLYuPj8fOnTtFW5tCuV5Z+qNLCoVCoVyXWJ0nYHOdIeaStF9fot3MTqvpTWKcG3MjFNLQWjDNRb3xM/jgFxipqiykReWEtNakx4a68WZibnPiSkFrHBwk08s3JBVCLePXLo2bHr4lPQ9yyVTkKy4uDvfeey/cbjfuvvtuvPTSS3A6/TXHXq8XXq8XXKYjlNOCO1BQebw+nOoio9B8BfbAuBkD4+aZsVwqxYoc/qKWZVk0ciLYK4pCE9g2uwudXWQUt1R0gU0K+EKR1w+Vbs7BglovLFK6YoW45RqRzqZNm5Cdzd/Ebz4kEglUKpUoa1EoFD9UYFMoFAplSeBGr2NU26BWLF+i3QRjdvWh33aSmCvW3SHqM1iWxRmOe/gq/eaQ04yPjzXCw/pFapoqEQUa/mnPLMsG1V/zTQ8HgI857bmm08MBQCqV4hvf+Aaqq6thNpvxve99D9/+9rdnTKqkUulMGmpg6yWZbCrZ7q9/nUrV37p168xrTQNDmHT62xbFqaNQnMyvL3Idpz1XRU4KVAr+iX29QxMwWgJqmlVyFGaF1pO5rX0IPp//a85Mj4M2hl+bMT6wLItLrUPEXEFpZESwey8NE+OoWP4COzY2FoWF/FsWXgvIZDLs27dPlHro4uJimvpNoSwCVGBTKBQK5XPH6qzDpPMYMZes+8YS7WZ2Wk2kY3W8shQJKv5ikw/99k4MOvwpzhJIsFK/MeT1Ph0h08M3J60UJNY7JkfRZfX3I5cxEmxJ4dfGp9cygdYJfxRWyjDYmk6m+xcVFeFXv/oVqqur0dvbi+effx7V1dVYtmwZHn/8cRw4cAAmkwkMw8BisWB0dBQDAwN45JFHcOzYMZSUlGDTJr+7Ojc9fG1uJm9jsNr2MNPD28no9fL8VMikoX2sauFEcUtFTt82jFpgMvrrdpUqOdKzIqN1X08bKfxLKvmViEilUtx+++0RUUf+eaNQKHD33Xfj0UcfRXV1NeLi4hAVJfxApqamZhF2R6FQaA02hUKhUD53hk3/S4w1yvWIVq5aot0E4/E5cdn8LjFXErtX9OecHj9CjItjKqGV60Nay+gyo3GijZjbIjA9/KNBMr18dUIetHJ+H9w/4kSvVyVlIFZJ3suyLKqqqnDs2DH86U9/wssvv4za2lq0tLSgpaUFzz33HACgrKwMy5YtQ1dXFy5dugSj0YisrCz867/+K3FgcJwjsNeFU38t0ODsHKf/dUVR6CnXza3kWiXF4grsy5zodW5BMqQhHgaITe9lMoJ9y94b0Tl8EXV1dXPeo1QqcddddyEnJ2eRdxfZJCcn49Zbb50Zf/LJJzh8+DCve0tKSpCby9/8kEKh8IcKbAqFQqF8rticZ2FxkCY9ybpvLtFuZqfT8iGcPn99rlKiRY5mh6jPcPtcODtxlJiridsa8npHRxvggz/NODc6DVnRwoQaV2DvSOWfhvpRbzsxvjEgPXwahmHg8/kgkUjwwAMPYN26dTh58iRqa2tx/vx5dHV1oaenBxcuXMCFCxegVCrhdDqxdetWPPnkk9i1a9fMWlanC429ZOSXr8Cerf66IlvYv9W5do7ALgzd4KyVG8UtEllgt5H/TnnFKaKuHypejxcDHAfx7KJUlNXko6qqCnV1dTh//jzc7ilX/Li4OKxatQpVVVVQq9VLseWIZvPmzXA6nTh+/Pi81xUWFmLv3r2id0OgUChTUIFNoVAolM+VIdNzxDhaWYNo5dol2k0wLMuixfQGMVeguw0yiVLU5zSbz8Du9aftqqUxWKYNPYp/ZJSM+G1OFLZWr3UcrWa/0JOAwQ0pJbzuNbscODVM1jTvyCRrY6dbckkkkpka64KCAhQUFGDPnj3o7e3FwMAAzGYzLBYLuru7oVarsWvXLmRnZwe5RZ/p6Yc7oEVTll6HDD0/R+kznOj18uxkQfXXpkk7ugb8/ZclDIOygtBEq3HCiuERv9iXySQoyEsKaa256OBEsPOLIkNgD/UY4HH7PQP0iTGwu6w4cfAYJiYmwDAM1qxZg7KyMiQkJEAu59+j/HqEYRjs3LkTeXl5OH36NNrayIyWjIwM1NTUoLy8/LpMradQPi+owKZQKBTK58ZU9PpjYi5Z+82IiqSMOpow7vRHYxlIUKJb/PTwlfoNkElC+7U87DCgxdxFzG1JCs89fFV8NuKVGl73ftLfCQ/rF7t52jjkauNmxtPimmVZ2O32oOijVqtFWVkZysrKeO+Xmx6+Pp+/s3Jwey5h6eFN7Zye0lkJ0ESFdgDTwhG/eblJUAgQ+3zoaCfTsPMjJILd1zFCjGXRLF544YWg644ePYqCggLcdttt11VbrlCZPrgym80YHx8Hy7LQarWIj4+MunsK5VqHCmwKhUKhfG4McWqv1YpqaFSb5rh6abg4QUavM6LXQyMXN2V3wmVAm6WRmKuJuyHk9T4ZIdudlWpzkawS9mE6OD2cv9j9qI9MD9/BSQ8fGxvDr371KxiNRly6dAkWiwUVFRWorq5GUVERsrKykJCQMOMYPp0SPF/EkmtwJqT++sxlrsAWlt7NTQ8vLwi9/rqFk75dInJ02WF3YaDXH21nGAY5+eJGyEOlnyOwoXQDmL0l3KVLl/Db3/4WDz30EOLi4ma9hkKi1Wqh1WqXehsUynUHFdgUCoVC+VyYil4fIuZSdI9HVPTa6hlF9yRpElSiu1P059QZPwEbUC+dpspBeoi9rwHgCEdgb00Slh4+aJvA+QnSFXsbz/Zcbp8Xh/svE3PT6eEejwf79+/Hd7/7XYyNTbmTSyQS+Hw+HDlyBMCUI/KqVatw44034otf/CLKy8sXTAU2TNrQOux3O2cArMnhF4UenphE75hpZiyTSlAhoP81ADRd4tZfhy6wW9sXt/6669II0fYsNUOPKLW45Q6h0t9B1l9H6eZPW7ZYLHjllVfw6KOP0hRnCoUSsVCBTaFQKJTPhSHT/yXGkRi9bp14Eyz8NaE6RQ5S1eK2svGxPtRy0sNXx4ceve6c7Ee3zR8FlUCCjQlVgtbgRq8r9ZlIjuIX+aod6YPZ5ZwZ65VRWJU4FRF+/vnn8eyzz2JsbAzbt29Heno69Ho9oqKi0NPTg9OnT+PSpUs4ceIETpw4gR/84AfYtm0bvvWtb2HXrl1z9ug90UlGr5elJiFWreK136D666xkqJX8a3s9Xh+aL5OiuLwwNFHMsixagyLY4grsTk6f6dzCZFHXD4eBLlJgK7UL92QeHR1Fe3s7iov5tY+jUCiUzxsqsCkUCoWy6FidtUHO4Smx34qo6LXX50Sb+W1irkR3p+h77LA2w+Dyix4pI8PK2NB7Xx8eIc3NqvTFiFXECFqDW38djnv4Den5kF6JLj733HMYGhrCz3/+c9x///0z9bM2mw0SiQR2ux1tbW04fPgw3n//fZw+fRqHDh3C+Pg4HA4H9u7dC6/XGyS0T3aQhmrrw0gPX5kvrP/1pd5ROFyemXGcTo20xNDqgkfHLDBO2GbGSqUMWSL3p+7iCuyCyBHYg91jxFi1QAR7mtraWiqwKRRKxEIFNoVCoVAWnaEJMnodrVwDjTJ0UbkYdFgOwumdmBnLJRrka28S/TmnDGSafLluNdQyfmZiXHysD5+O1hNzW5OqBa0xbDejwchxAOdZf82yLD7qJftf35g5VX996tQpdHd3Y926dfj6178+td8rLbqmTc5UKhXWrFmDNWvWYN++fTh48CB+/etf4/Tp07jzzjtx4MAB7Nq1a8YkbfqZXIOztQIEdv1lMhV+Vb6w+uumoPrr1JAPYdo44rcwPxkykftTd10m65xzIkRge9xejPYbiTlVzMIRbADo7+9f+CIKhUJZImgBC4VCoVAWFYvjGCadx4i5FN0TERW9ZlkWFydeJ+YKtbdCLhG3167NM4km02libk3ctpDXazZ1YNTpFylKiQLrEioErfHxEJkevjw2HWnqWF73tpvG0DPpP5RQSKTYnJYHADh2bOp7fsMNU+nvTqdz3rrZzMxMPPzww9i/fz8eeOABAMBjjz0Gu91OvFd6jSYMmPxtrRRSKVZl8RPJ45M2dAyT7bUq8wTWX3McxMMxOGvj1F8Xhdjqaz6CBHaEGJyN9I3D5/PXhsvVDCQyfj8TPB7PwhdRKBTKEkEFNoVCoVAWDZZlMTTxE2JOo9wIjWrdEu1odobs9TC6/JFYBhKUxt4l+nPqJ47Cw7pnxnGKJORr+Lt1cznESQ9fG1+OKKkwA6sPB0JPDz/ISQ9fl5KNaPmUC7RCMfX36OhUna1SyW9fJSUleOqpp5CSkoKRkRE0NpJu69zo9cqsNKjk/BLyuNHr4vREaFTC/r3OXyYF9vIQ66+BYIFdKHJ02WS0YmLc32tdrpAhLUMv6jNCZajXQIyVPKPXABAVFSX2digUCkU0qMCmUCgUyqJhcRyCzUU6XKfEfnuJdjM3FydeI8aZ0ZtEb83FsixOGcge4KvjtkLChPar2O1z4+jYWWJOaHr4qMOCs+OkYN2Ztpz3/Qc56eE7Mv3tuTZu3AiZTIZXXnkFf/7zn2fmWZYlXK25eDwe5OfnY+/evZiYmMC5c+eI109y08NzBdRfcwzOhKaHj5ts6B/xO5BLpRKU5oQuirkp4sWF4kawuzku3Zk5CZDK+AvZxWSohyuw+f8/KC3l53BPoVAoSwEV2BQKhUJZFFjWh8GJZ4k5rWoHopUrl2hHs2N29aLXSqawl+rvFv05vfbLGHT4xSEDBtX6rSGvVzveDKvHPjPWyqOxUl8iaI2PB5uJdmHLdGnIUPOLcI7YJ9EwRtYj33ilPRcA5OfnY8+ePZicnMSPfvQjvPnmm3C5XGAYhkj55gpun88HAGhvn4qOFxUVBbzG4lQXKZLX5fFrzwUA9R3kfoUanHGj14VZiVAJcCAPxGCYxLjRH11WKMQ3OOvmpIdn5yWKun44DHMi2CoBAru6WthBEoVCoXyeRIzAZhhmPcMw7zEMM84wjI1hmHMMw3yTYRhBR60Mw7Dz/Dm5WPunUCgUCsmE7R043GR9byRGr5snXgcCRGacshjJqkrRn8ONXpdoqxCrCF1QHRquJcabE1dBJhEWnfyQ4x5+o4D08I850euK+BSkqKfcy1mWRUxMDH784x+jvLwc9fX1uPPOO7Fr1y48//zzqK+vh8k0FQnmCm6FQoHW1lYcPHgQ0dHR2LBhw8xrrcOjMNr8hwoxSiXKUvlFkC12J9r6yYjuSoER7Avc9PD80CPO3Oh1Xk6i6AZn3Z3k15sVQQJ7pI80OFNo+L13q6urkZgYOV8HhUKhcIkIF3GGYb4A4M8AHABeAzAO4DYAPwWwAYDQQrhuAPtnme+bZY5CoVAoIsOy7qC+17HqPYhS8BdwnwdOrxmXze8Sc2Wx94huwObw2tEwcZyYWxu3PeT1LG4basdJcXyDwPRwg3MS9YZuYu7GNP714B/1kfXXOwKi1wzDwOfzoaCgAG+99RaeffZZvP322/j000/R1NSEoqIilJWVoaSkBNnZ2cjNzUVRURFGR0fx3nvv4Q9/+AMAYN++fZDL/RHiE52k23lNTjpvUdrYOQBfQKQ8PyUeeo2wWt4LnP7XywtCLyNov8xxEF8Ed+8eTop4dm5kGJwBwHAfGcEuXJYNk3dojqunKC8vx+7duxdzWxQKhRI2Sy6wGYbRAvgNAC+ArSzL1l2Z/zcAhwDcyTDMPSzLvipg2S6WZb8v+mYpFAqFwgvD5KtweToDZqRI0f3zku1nLtpMb8HDOmbGUdIEZMeE7uo9Fw0Tx+D0+Z+jlelRoq0Keb2jo2fhYb0z4zRVIopjsgWtcXCwGb6AyH2JNhVZ0fwi6ja3C0cHOeI8QGADmHEMz83Nxb//+7+jsrISr7/+Oo4fP46TJ0/i5MmTUKvV0Gg0cLlcsFqtSE9PR1dXFwDgS1/6Eh577DFizXDqr7kGZ0Kj116fT1SBfYkrsPPFF9i9kRzB5rToumvfHRgzD6K2tjaoDVdmZiZWr16N5cuXR1T3AQqFQpmNJRfYAO4EkAjgj9PiGgBYlnUwDPOvAD4G8CgAIQKbQqFQKEuE12fDsOl/ibk4zT1QynOXaEez42XduDjxBjFXGnsnpExoNbXzcTLI3OwGSIVVQBEcGiHTw29IrhYsPD4cOE+MdwqIXn862Amn198qKUOjQ0ns3OItKSkJX/va1/DAAw/g5MmT+OCDD/DJJ5+gu7sbHo8HMpkMbrcbXV1dWLVqFbZu3Yonn3wSCQkJM2u4PF7UdZPCS1j9NUdg5wkT2N0D47A5XDNjrUaFjCR+7cxm41IHWR9dIHL7LKvFgXHD5MxYJpMiNT0yHMQ9bi+MI2ZiLiktDhl5yaisrMTIyAgmJibAMAz0ej3xPqBQKJRIJxIE9nSo4P1ZXvsUgA3AeoZhlCzLOnmuGcswzMMAUgCYAJxhWZbWX1MoFMrnwJjld/D4/OKBYZRI0T42zx1LQ6flIOzesZmxjIlCke520Z/TZ+tAn71jZsyAwer40KPkg/YxNJs7iDmh6eFjDgvOcNLDhQhsbnuuHRkFMwJ/2rCMa2QGAGq1Gtu2bcO2bVNff1dXF1paWmC1WpGamgqpVIr09HRkZASbjzX1D8Hm9rc4S9SoUZDIL+LudHtwvpuMGAuNYJ+/RNZfl+WlhBxNtVqdGBj09w+XSBjk5YgbXe7tGiPGaZlxkMkjw0HcMGwiemDHJsRAofIfbCUlJSEpKXLS2SkUCkUIkSCwi6/83cZ9gWVZD8MwnQDKAOQBuMhzzRUAfhc4wTBMI4AHWJZt4rMAwzBn5nhJmEUrhUKhXEd4vOMYMf+CmEuIeQRymbgtr8KFZVk0G18h5gq0t0Ap1Yr+rJOGj4hxUcwKxClCF1OHOdHrUm0uUqOErfcRxz1cSHq41+fDob7LxNzOK+nhLMvOKjoD5zweD1iWhVwuR05ODnJycng99ySn/nptbhZvgXu+ewhub0BKfZwWKfoYXvdOc6GDkx6eH/p7+jIndTszIw4qlbiZE1yBnZEtrkN5OIwFHC4AQGJa6JkAFAqFEmlEgou47srfpjlen57n+9P3fzBljJYIIAZADYA3MCW6DzEMI+zImkKhUCi8GTb/DD7WMjOWSnRI0j66hDuanQHbKRhdfpHIQIJl+i+J/hyH1476iaPE3Nr40M3NWJYNcg/fllQjeB2ue7iQ6PWZ0X4YnQHtwRRK1CRPpWq//PLLyM/Px4EDB+a8XyaTEcZlgczXH/tEJ7f+mn96+FlOe66qvDTe907TzBHYZQWhO4hf6iCj6QV54kdre7tJgZ2ZEzlp1oYhUmAnpFKBTaFQrh1EiWAzDNMFQIi7yp9Ylr2f7/JX/p77t24ALMs+wZmqA3AXwzBvAPgigH8G8DiPdVbNupmpyHZkNXGlUCiUCMDp6YbB8kdiLkn7j5BJIu/D8wXjy8Q4S7MFMXLxz1/rjUfh8vmrm7QyPZZpZ/31wouL5k4MOgLT2qXYlCjsV9JomOnhH/aSCWfb0gsgv9Ie7I033kBnZycMhimHaJ/PN2N2Nj1uaGggUsbT09Oh1WqDrg3E7nKjsZdM0V4jQGAH1V8LTA93ON243EsK1mW5YQjsy9z6a/ENzvp7SJfu9OxIEthkTCU+RTfHlRQKhXL1IVaK+GVMtdjiS+BR8vRP2bl+umo514XKLzElsDeHuQ6FQqFQZmFo4lmw8NfIyqVpSIh5cOk2NAcGRysG7XXEXJl+n+jPYVkWJw0HibnV8dtENTdbE78cMXK1oDW46eGlOv7p4SzLBtVfB7qHHzp0CFFRUdi1axeAqdTw6bTxI0eO4Je//CUOHTqEsbEx6HQ6lJWVYePGjfjKV76C0tLSOZ97pmcAbp9vZpyp1yFDz0+UeX0+NHZyI9jCBHZr9wi8ATXDGUk66GKEtfgK5DLH4CwvV3x3774IThHnCuy4ZCqwKRTKtYMoAptl2dDz3YBWANUAigAQdc8Mw8gA5ALwAOgIvlUQ0wVP0WGuQ6FQKBQONmcjJmx/JeZSdN+GhFEt0Y7m5rzxT8Q4OaoSiSrx+3P32Nox4PBHihkwWBsXurmZy+fGZ6NnibltyasFr/MBxz18V9py3ve2m8bQbfGn9yokUmxJn3KHr62thcViwebNm5GYmEhEpD/55BPccccdMJlMYBgG8fHxMBgMOH78OI4fP45nn30WL7zwAh59dPZyglNhpIdfGjRgMsD9W6dWITcpjvf9ANDMac9Vmhd69Nrj9aGTk75dIHJ/ap/Ph4G+cWIuM4Ii2OMcB/G4JPG9DygUCmWpiIQa7ENX/r5pltc2A1ADOC7AQXwu1l75O1yhTqFQKJQAWJbFwMQPiTmVvAz66L1LtKO5mXQPonvyMDFXFit+9BoAjnOi1yXaKsQqQhc5pwznMemxzYy18mhU64UdDAzbzTg7TorVnQIE9oc9ZPR6XUo2NHIlAODtt98GgJnotfuK4/f58+fxzW9+EyaTCWvXrsXzzz+Po0eP4vz583j22WexYsUKMAyDZ555BnV1ZGbBNCdmMTjjy1lOenhlXhokEmHu31yDs7IwBHb/gBEul7/FWaxOjbg4cc/+R4fNcDn9z4jRRUEbKyzTYTEJFtg0gk2hUK4dIkFgvwFgDMA9DMPM9BlhGEYF4D+uDAlLWoZh1AzDlDAMk8WZX8kwTNBvKYZhKgD855XhS2JunkKhUK53zPYPYXWeIubSYr8LhomEXzEkF4yvgIXfTVqnyEVG9DrRn2P1WNA4cYKYWx+/M6w1Px4+TYy3JlZDJhGWbn5w8AKRHr48Nh0Zav69kQ/2zZ0e/s477wDATAuuad588000Njbi9ttvx+9//3s8+uijKCwsxLJly/DP//zPeP7555GXl4f+/n788pe/DHqmye7AhQHSFGxNbnAbr7kQw+DsYod4EexOjoN4Xm5iyO2+5iKo/jozctLDAcA4SgpsfZIwR3cKhUKJZJb80w/LsmYAXwUgBXCEYZjfMgzzLIAGAOswJcBf49y2GlMtu/7Imf8GgEGGYd5iGObnDMP8N8MwfwNQDyAewG8AvAIKhUKhiALLujE48QwxF6PaipioyLO7cHiMaDe/Q8wt1+9blIOA2vEj8LD+enS9IhHFMStCXs/oMuPMONmpcluycPfw9wfITpVCzM2GbBY0jpFGYzdmFgAADAYDmpqakJOTgzVr1gCYcgsHgFdffRUA8J3vfAclJSVgWRYSiQQsy8Lr9WLDhg148sknAQCtra2w2+3EM2q7+giX08KkeCRo+Ed8uRFsofXXpkk7+kb8NcNSCYOSnNBTuju6ggW22Az0kunh6VnCUuIXGyM3gp1IU8QpFMq1w5ILbABgWfYtAFsAfIopI7J/AuAG8C0A97Dz9e0geQvARwCWA/gKpgT3KgAHAHyBZdn/I2AtCoVCoSzA2ORLcHoCK28kSI393pLtZz4umt6AN6DaSC1LRG7MjaI/x8f6gnpfr43bDkkYQv7ISB18visA9AAAIABJREFU8Jt8ZatTUaDhX4cMAAO2CZwz9hFzO1P5p4dzzc0qE9KQrJ6KPL777rsAgKioKLz33nvo7u6GVCqFz+dDR0cHcnNzUVMzdSAwHa1lGAZSqRQsy2Ljxo1IS0vDyMgIenrIFHZu/+t1AtLDB8fNGJ6YnBkrZFIsyxQmji92ktHz3PR4qJSh96wOEtg54gvsQU79dVpm5Ahsj9sLy4S/1IFhGOjiNUu4IwqFQhEXsVzEw4Zl2WMAbuZ57RH423cFzr+FKZFNoVAolEXG45vAsOl/iLm46HsQpShZoh3NjdtnQ8vEG8Tcsth7IGVCF0pz0T7ZhDGXP6VYysiwOgxzM5Zlg9LDtyevFpxW/OEgaW62Qp+JNDX/FmrzuYefPHkSAHDx4kXceuutiIqKwtq1a5GTkwOXy4WKigoAgNfrhVRKprUzDIP09HQMDg4iLS0NOTk5xOunguqvQ+9/vTw7BQqZsI8+LRyBvSyM9HAA6JglRVxsuBHs1IzIEdgmwyQxjtGrIZWF7qxPoVAokUbECGwKhUKhXF2MmH4Gr8/vKC1hopES+8QS7mhu2kxvw+WzzIwVkhgU6b6wKM86PvYhMa7QrUGMPHQTpw5rHzqtfqEoAYMbkqrnuWN2PugnBbaQ9HCLy4kTQ5ze2QEC+1vf+hZ27tyJuro6HD16FGfPnsXhw34zucrKyqm9c/pcTzuN19fXg2VZFBYWQqlUzrw+NmlF+6i/nljCMKjJ4V9/3cBpz1WZG0L9NUdgl+aG3rPa7nBhcMj/f4ZhgJws8d29B/uMxDiSBPaEwUKMYxNo/TWFQrm2oAKbQqFQKIJxujsxanmRmEvS/gPkUnHbDYmB1+fCBSNpv1ES+0XIJeK7KhtdY2g2Ex0nsT4hPHOzj4bI6PVKfSnilMIEe691HBdMfrHJgBGUHn6kv4PoQ50To0eBzm+cVVBQgIKCAuzevRsTExPo6upCQ0MDjh49iuPHj2NgYAAOhwMqFdm2bbpq6623ppLPbrnlFuL1U51kSntZahJiVErwJbj+emkFdne3AYGFammpeqhU4mZRsCyLwX5SYKdl8DeyW2y4EWxdHE0Pp1Ao1xZUYFMoFApFMFNtufxtgOTSdCTGfHXpNjQPly3vw+719x2WMkqU6u5alGedMBwkXLpTVVnIUReHvJ7b58GRUbJ11Y4U4b2vueZmK+OykBzF31jqw942Yrwzs3DWFHWlUonk5GQkJyejpqYG9913H4aGhmC324PENQBIpVKMjIzg9ddfBwB84QtkVsHJMPpfW+xOtA+S/aZX5AgT2OMmG4YDIq5ymRQFWaGndHd2L3799cS4FQ67v+93lFoBnV7cNmDhYB63EmNaf02hUK41qMCmUCgUiiAsjs9gtpM9nlNj/wUSSdQS7WhufKwXF4x/IuaKdHugkokf0fP43Dg1foiYW5+wM6wWTLXjF2B2+wVJtCwKa+LLBa/zwQCZHr4rnf8aLq8XR/o7iLmdWUUL3ieRSBATE4OYmOAUYJZlwTAMDAYDfvrTn2JwcBB79+5FQUEBcR23/nq1AIF9rmuQiBbnpcRBFx0s8ufjYifZnqsgMwHyMOqFO7tIwZ+TLX77LG70OiVdL3obsHAwjZMRbK3IPcApFAplqYkIF3EKhUKhXB2wrAcDxu8Tc2rFKsSqF6eeOVy6Jw/B7PaLNAZSLIu9d1Gedc50ElaPv/2QSqLGythNYa15cIjsL74lcRUUEmEpxR2WUbSZ/WnOEjC4MXUZ7/tPDvfA4va7ryeo1KhKEJ5qHci04Dt8+DD+67/+CwkJCXjooYeIawYmzOgx+ttjySUSrMri32KLW39dJUL9dUkY6eEA0NlNCuzcRYhgD3EEdmp65KSHA7NEsGmKOIVCucagEWwKhUKh8MYw+RIcbjJdOF3/dERFyKZhWRZN438k5vK1N0EjD88Fei6OjX1AjGvitkApFRYxDcToMqNuvJmYuzFljeB1DnDSw1cn5CJeyV/UfNBDfr93ZBRCKhHnfP7OO+/EyMgIuru7UVJCus+f6iKj1xUZKVAr+B8uNHAcxCtDqL9u6RohxuH0vwaA7h5uBFt8g7OhgeAIdiQR2KILAGJixfdCoFAolKWECmwKhUKh8MLjNWLI9H+JOX30nVArq5ZoR/PTZz0Go+vyzJiBBMv1DyzKs3ptl9FtI9tYrYsPz9zsMKf3dZY6BYUa/j2ggalDhvf7SYF9k4D0cB/LBrXn2plVOMfVwvH5fEhISEBCQrDQ5Pa/XpPDPz3c4/WhqZtM7xZafw0Et+gqzQ39cMZqdWJk1F/PLZEwyEwX3917uH+CGCen8m/F9nlgmSAj2JprTGCzLIvOzk40NDRgYmLqexEXF4eqqipkZWVF5GEkhUIRFyqwKRQKhcKLIdN/c9pyqZGqe3IJdzQ3LMvi3Ph+Yi5bcwN0CmEClS/c6HWRpgJJqtDTqFmWxUec9PAdyWsEfzhvMQ+h2+pvcyVjpNiRwj89vHFsECN2f82sWibH+tQcQXuYD4lEAt8Vd/LAFl4sywbVX68RUH99aXAMdpd7ZqzXRCErUZjQNJisGDX6v3a5TIq8jNBrprs40euMdD3kcvH7Pw8NkgI70iLYk9dwBLu/vx9/+ctfMDZGfq97enrQ0NCA5ORk3HHHHUhJWZwsGgqFEhnQGmwKhUKhLIjddRGGyZeIuSTtNyCXReYHxUF7HcacZHp1edyXF+VZkx4zGiaOE3MbEm4Ka802Sw+6bYMzYwkk2JZcI3gdbvR6fVI+tAr+ZnRc9/Ct6XlQScM7m59uzWU0Gmf6YHP7Y/eMmzBk9otbpUyKqsxU3s+Yrf+10MOJVk56eH6YBmfdPQZivBj9rwFgeCCyI9iTZjsx1uiuDYHd29uL/fv3B4nrQIaHh/Hiiy9iYGBgzmsoFMrVDxXYFAqFQpkXlmXRb/w3ICBdWSHLRqL275ZuUwvAjV5nRG9EnFK81OZAThk+hof1R0vjFEko1YaXNn9w+CQxrolfBr2Cf1stYOr7xnUP350mzIH8Q256eObC7uELMS10v/3tb+Ppp5/GSy+9BKfTSVzDbc9VlZkGhYy/sG/sHCTGK3L5i/NpuAI7/PprUmBnZ4nvIO7z+TA2bCLmktMiS2BbuQJbG3ndB4Ticrnw6quvwu12L3it0+nEq6++Co/Hs+C1FArl6oSmiFMoFAplXiZs78DqJNOV02KfgoRRLtGO5mfY3oBh+1liriLuwUV5lpf14riBbFm2Pn4nJEzo59dOrwufjJwh5m5MXit4nUZjLwbs/mimUiLD1pSSee4guWwy4LIpML1cghsy8me91ufzgWGYGfE8W9o34G/P1djYiN///vcAgPLyctx///3Edae6+oixkP7XQHAEO6T66y6y/ro4JzwH8SCDs0WIYBsNVrjd3pmxRhsFdXRk/T+1WkiBHX0NCOympiZYrdaFL7yC2WzGxYsXUV4uvOUehUKJfGgEm0KhUChz4vVZMTjxQ2IuRnUDtFE3LtGOFqbR8CIxTlXXIFHFv+5YCOdNtTC5/SJUziiwOu6GsNY8NtYIm9cxM46Vx6AmrkzwOgc46eFbkosRLeMvtrju4WtTsqBTzO6KLpFIwDAM7Hb7zHhaXLMsOyO4pwW4xWJBVtZUPXx8PBnJZVkWtRwH8dUCDM5GTZMYGPe3S5NJJSjLEi6OxY5gd3Ei2FmLEMEeHSKj10kpOtGfES5Ws4MYXwsC+8yZMwtfxKGurm4RdkKhUCIBGsGmUCgUypwMm38Gt9fvxsxAjrQIbcsFAKP28xi01xJzK+IemuPq8Dk6doAYr9JvgloWXl/fD4dOEOMbkmsgkwir/fX4vPhw8AIxt1uAezgwW3o4mWLv9XrR3t6Ozz77DEeOHEFycjIkEgmUSiWys7NRWVmJ8vJyREVFBb1fNm7ciK6uLhgMBthspOlVx9g4Rif9c2q5HOXp/AUyNz28NCMJSrmwjzumSTsGx/wiXSqVID8j9Iizw+HG8Ihf/DIMkJWxCA7iHIOzSBPYXo8XTrtrZswwDFRqxRLuKHxYlsXQ0NDCF3IYHh5e+CIKhXJVQgU2hUKhUGbF4b6MMfNviLkE7Vehks+eJhwJNI6T0evkqCokR1UuyrP6bZ3otLYQc+Gamw3ax9BkukTM7UwW3vu6ztAFg9NvEqaRKbExiX8N+pDNgoYxMs16Z5a//tput+OnP/0p/vu//3umFdE0MpkMCoUCsbGxKC4uxpYtW7Bjxw5UVlZCrVbD6/XC5/NBKpUiPj4+KILNbc+1Kjsdcin/A4bGLm79tfD08LbuUWKcmxYHpSL0j0y9/eO44u0GAEhNiYVSyb+nN19GOfXXicnC6vYXG9skWWuvilYElRFcbQRmaAiB1mBTKNcuVGBTKBQKJYhpYzMWftMemTQZydpvLOGu5mfM0Yx+Gxn9Xczo9Wec6HW+pgypUeG1AftomKx1L4nJQVa0cIOu9/rPEeNtKaVQSvkLOm7v6xUJqUhRx8yMf/jDH+LHP/4xJBIJKisrsWnTJlgsFly+fBlmsxnj4+MwGAw4cuQITp48iQMHDuDee+/F1772NSiVSkjnEcxB7blyMnjvGwAag+qvwzc4K84OLz28p5dMD89chOg1AIwOm4lxYoRFsO1WMj1cHT17ycHVhEQiQXR0tKAabADQaMLLdKFQKJELFdgUCoVCCcJkP4BJx2fEXFrsv0EqiV6iHS0MN3qdpKpAStSqRXnWbK25NiXsDmtNL+sL6n29M0W4uZnL68HHgxeJOcHp4Zz660D38La2NvzkJz9BfHw8nn32Wezbtw9SqXRGNA8ODuLChQuor6/HiRMncOLECZw6dQqnTp3C7373O/ziF7/A+vXrZ32uz8eitrufmBPS/9rl8aC5lxTHoTiIt3WTaxSFWX/d0ztOjBcjPRyYLYIdaQKbG8GOLAO2UFm+fDlOnTq18IWceygUyrUJFdgUCoVCIfD6rBgwfp+Y0yjXI1a9Z2k2xAODowV91mPE3Iq4hxetVvyk4WBQa65l2vDE/FljC8Zcga7fCmxKFN7u6+hIOywef6QwThGNNQl5vO83uRw4MUS2ydoVkB7+zjvvwOv14oEHHsBDD01lCLAsC6/XC6lUitTUVKSmpmLHjh1wuVyor6/Hyy+/jFdeeQVNTU347ne/ixdffBG5ublBz24fGYPR5neZ1igVKE3hL25b+kbh9vpdtFNiY5AcGzPPHbPTyhHYxWEK7N4+jsDOFN/gDADGuBHsCEsRd1hdxFituTYEdnV1tWCBvWrV4hz+USiUpefqLnyhUCgUiugMm56D2xtYxypDetwPI9bYDAAaxn9PjBNVZUhV1yzKszw+D46Pka25NiTsCqs1FwB8wDE325RYBbVMuMPygQHSPXxnWpkgk7RDfZfgYf01pfm6eBTo/ILw5MmpHt27d09F7D0eDxiGmYlgT9eksiwLhUKBtWvX4mc/+xleffVV5Ofn49NPP8ULL7ww67O57bmqs9Mhk/L/d+UanFWEEL12ON3oGTQSc4VZiYLXCaSnj+MgvlgCe4QU2AlJESawbWQEWxl1dRucTZOYmIh169bxvn7z5s3Q6/WLuCMKhbKUUIFNoVAolBkc7jaMWkhjs8SYR6CSF81xx9IzFb0+SsytiHtk0Q4EzplOwOzxCzClRIXVcdvCWnPCZcEpA0cYh5AebvU4cWSINF4Tmh7Obc+1KyA93Ov1QqlUgmEY9PVNiWGuSRXDMDNtu6bv8Xq92L59O5555hlIpVJ8/PHHGB0ljcQA4HQXt/5aWP/rc13h119f6h2DL8CRLCNJB01U6JFWlmXR10cK9sWowfZ6vDAaJom5+EgT2HYygq1SXxsRbAC48cYbUVOz8KHe+vXrccMN4bXyo1AokQ0V2BQKhUIBcEUIjH8PgN/dVi5NRbLu8aXbFA9mi16nqYU7b/OBZVl8OvoeMVet34IoqTqsdT8ePg1vQNQ4IyoJy7T807qnOTzUAqfP//1Li4rFCj1/kerwuPHJQCcxF5geLpVKsWXLFrAsi1//+tdwOBwLukBP12f7fD7ccccdKCsrQ0dHB3p6yDR0n49FLSeCLaT+GgDOdZHtkipCENhB9ddhGpyNjlngcPrLCaKjldDHhvd+mQ3D2CR8Pv/BgC5WDUUYzueLgZMjsJVR4jupLxUSiQQ333wzvvzlL6O0tJQ44JNIJCgrK8ODDz6InTt3RnQ2EIVCCZ/I+slLoVAolCXDaHsTVudJYi5N/3REG5uNOS5+rtHrLlsr+uwdxNzGxPDMzViWxYdD5L/7zpR1IX0N7/Y1EuOb0pcLSl3/bLALdo9fDKaqY1ARn0LubedOFBcX49SpU9i2bRu+//3vY/PmzVCpVDPp4dNR7GlYloVEIoFEIkFXVxccDgcKC8m2YS3DozA5/CnEWpUSxcn8e08PT0xiaMIyM1bIpCjNEC6O23rIyHq4Ans2g7PFeH8aRjnp4RFWfw0AToebGKuukRTxaRiGQV5eHvLy8mCz2WA2m8EwDLRaLaKihJd7UCiUqxMawaZQKBQKPF4jBo0/JOZiVFuhi7p5iXbEj0bD74hxwiJGrwEERa9LY1YiUSk8ShpIs7kDffbhmbGUkWB78mrB64w7rTg5Ror/m9NXCFqDmx5+Y2ZhkBjMzs7Gk08+ibS0NJw6dQpPPvkkfvKTn6C1tXWmFnu2tHEA+PDDD2E2m7Fy5UpotaQAPM2JXtdkZ0AqoEcyNz28NCMJchn/2vNpuBHswuzw6q/7+kmBnZG+OA7ihlELMY5PEG7utti4OAJbobp2Ithc1Go1UlJSkJycTMU1hXKdQSPYFAqFQsGg6b/g8fmNmBgoka6PbGOzMUcz+mxkq6zKRYxej7tGcN50mpjbnBj+AQQ3er0mvhyxCuHi6MPBC0SaeUFMEoq0ybzv9/h8+IjT/zowPTyQBx98EAqFAk899RQaGxvR2NiIp59+GuXl5bj11ltx0003IS8vDz6fDzabDXq9Hq+88gqee+45AMBXvvKVoDWD+l/nCut/LUZ6uNfnw+XeMWKuKEyDs16OwF6sHthBAjvC6q+B60tgUyiU6xcqsCkUCuU6x+o8g/HJPxFzSbp/hFKeszQb4slZA8eMTbV8UaPXR8feBwt/jWuqKgsFmvB62Vo9dnw2Wk/M7Urh70YcyHuc9HCh5manh3sw4fK399IpVFidPHcN9H333Yft27fjpZdewp///GecOXMGTU1NaGpqwo9+9COo1WqUlZUBAM6cOQO5XA6n04nHH38ce/fuJdby+nw400P2v14dpsFZKAK7f9gEh8tfw67TqJCo1wheJ5C+fq7B2eK4RwcJ7MQIjGA7OQJbSQU2hUK59qACm0KhUK5jWNaNvvF/IeaUsnwkaR9doh3xY8TehAEb2Xe2Mv6rixa9dnhtOGU4RMxtSrg57OcdGamD0+cXHYlKPar0JYLX6bcZ0WAkI8C70ysErcFND9+RWQD5Au29kpOT8cQTT2Dfvn04fvw4Tp8+jcbGRly4cAF9fX2ora2FXC6HUqmEXq/HP/3TP+HJJ58MWqdlaBTmgPprXZQKRUn866/dHi+ae8nU7hUhtOhq6+Gkh2clhv095grsjLTFiWCPj5ECOy4hvIOBxcDl8BBjeYSZsFEoFIoY0J9sFAqFch0zavktHG6yrVN63H9CwkR2+5wGTvQ6SbUCqVHVi/a80+OH4fTZZ8YamQ5V+g1hrcmybFDv6//P3nmHSVWe/f9zpm5he1+20It0kI4sYqNKEjXWWEAkoq+K/BLiG6OGqGCCRsCYYIka+xsVBVGxIVXK0qW3rWzvfdr5/bHMzJ6z9czOVp/Pde2Fz7PnPOc5szvrfM9939/72ugJ6D3op/1F5hHFeGRIPHF+LY+UyrLM1+r08PiWt2aLjo7mV7/6Fddffz0lJSUUFBRQWlrKuXPnKC4uZuzYsSQkJBAe3rBoVve/HpcYh07XcmF7KjMPi83uGkcG9SAqWHsE94yXDc5sNjtZ2cWKuZ6xwa1aszHULbpCO2ENts2qEthm8TFUIBB0P8RfNoFAIPiZUmNLI7vkBcVciN8NBPi0Tji2NdmVB8iqSlbMjWrD6LVdtrM9/0vF3KSwazDqWueAfLY8nXPlbmGpQ+KaKO29r2VZ5otMZQ/tWRqj10cKssmqdEdAfQ1GrojtrXkvBoOBsLAwwsLCALj8cuVDD1mWG/w5qeuvx/bSVn99NFVdfx3dyJFNoxbY/VtZf52dW6ponRUa4o9fG/V+VgvskLDOF8G2We2KscGo3YROIBAIOjtCYAsEAsHPEFmWySz8I7LsrrnV64KICXm8A3fVPLIs16u9jvYdQ7Tf6Da75k8leymyuIWXQTIyMezaVq+rjl6PDh1MhI/2+tzTpTmcK3OnNuslHdfGaqsN/yrtlGKcFNsbX4P362MbEtc2e/36a+39r7MUY0/qrwGG9I2hqtrKmbQ8yipr6BffOoGdqTI46xnbNvXXAIX5qgh2JxTYVotKYHvg8i4QCASdHSGwBQKB4GdIceUGyqp/UMzFBD+OUd/yuteO4GLlXnKrlWZeo8Lua9NrbsvbpBiPDplCgDGoVWtW2Wv4IVcZhZ8RPcmjtTZlKl+PiRF9CTW3vHe5LMv16q9nJAz0aC+ecCI7l/Iai2sc7OtD/4gwTWscTVUK7GGJnkWwF/xiAgt+MQFZlsktLCcsuHU94DMvKtPD43q2jcC22x2UFFUo5oI7ocC221QC2yQEtkAg6H4IgS0QCAQ/M2z2Ii4WPaWY8zePJ9T/5o7ZUAupjV6vU8z19JtApK82t2wtpFScJrVSWZs8NWJOq9fdlrufKrvb1CvEFMjY0CGa13HIDr5UpYfP1pgefrakgPOl7kirQdJxZVxfzXvxlH2pavdwbfXXReVVpOeXuMZ6ncTg+Ja3J2sISZKICmt9DXPmRaXBWVtFsEuLKxWp6D0CfDB1QgOxeiniIoItEAi6IdqdVAQCgUDQpckqfhabw93rV8JEXOjKTt3zGiC9YjsFNUpDtpFhC9v0mlvzPleMBwaMJNpHW31wQ3ylSg+/JmoChmYcuxtif0EqOdWlrrGP3siV0YM1raGOXk+MTiTI5KN5L56irr/W2p5LHb3uHxuBr6lztH+qL7DbxuCsuFAVvQ7tfNFrqI2010UvBLZAIOiGCIEtEAgEPyPKq3+ksOIDxVxk0IP4GPt10I5ahiw76jmHJ/gnEe6jTUxqIb8mm59K9irmkiJmt3rdc+UZnC5LVcx52vt6k8o9fHr0YPwM2szXNqer0sMTW+4e3loaqr8e10qDM0/Tw9sCdYp4z5i2iWAXFaoNzlqX2t5WqFPE9XrxMVQgEHQ/xF82gUAg+JngkKtJL1T2IDYb+hEZuLiDdtRyLpR9S5HlXJ0ZiZFh97bpNbfnfYGMO+021ieR/j1an47+VdYuxXhU8ECifbXVHAPU2K18c/GYYk5renhGeQlHC9wCVQKuie+veS+eoq6/DvHzpZ/m+uvOKbDtdgfZuSWKudg2ShGvF8EO6ZwCu24aO4BOCGyBQNANEX/ZBAKB4GdCTsmLWGwXFHNxoc91+p7XDtnGocLXFHO9A64hxNx2dcKVtnL2Fv2gmEuKmNPqNPoqew1bcvcp5mbGeNYWbXvuGcpsbhf4EJM/EyK0vSbq9PAxEXFE+rZfevFeVf/rsYk9NdVfOxwyP9Vr0eWZg7i3ycsvw1qn5jgoyJce/m3zXivuAgZnALJDmSIuafhZCwQCQVehwwW2JElGSZIeliTpDUmSDkmSZJEkSZYkyePQhCRJkyRJ+kKSpEJJkiolSToiSdIjkiSJYh+BQPCzpMpyjNzSfynmwnrcQQ+fcR20o5ZztvRzyqxuISahZ2Ro20avdxV8jdXhNiELNIQwItgzl++6bMs9oDA3CzYGMD7Ms6j4pgxleviM2KEYNdZxq9PDr0tov+g11BfYWuuv0/KKKKtyv54BvmYSI9quFZYWLmYp08NjY9qm/hq6cARbCGyBQNAN6XCBDfgDLwJ3A9FAdpNHN4MkSfOAbcBUYD3wD8AE/B34oIlTBQKBoFsiyzbSC38HuKNpBn0UMcGPddymWojNUcPhwjcUc/0D5xBoar3RWOPXtLIz/yvF3JSImRh0rXdl/ip7p2J8TfR4j8zNSi1VbMtV9q6eHactPTyvqoJ9OUqDMS3tuax2O3/8/hs+P32Skurq5k9Q0Rb110MSojqNaKsnsKPbTmCrW3QFBfu12bVag6wS2J3dWFEgEAg8oTP0cKgEZgGHZFnOkiTpKeBJTxaSJCkQeJXaT5HTZFlOvjT/J+B74EZJkm6RZVkIbYFA8LMhr+w1qizKVk5xIc+g1wV20I5azqmSj6m05bnGOsnE8NB72vSa+4u2U2Zz186adT5MDLu61eueK0/ndFmaaywhcZ2Hva+/zjqG1eF+YJLgH8qwYG3i9Nv0M9SVO5eFRBIf0HIReDA7i/d/OsL7Px1BJ0lc1bsP6+b8osXnN9T/urvUXwNkZSsFdkybCuxKxTiok0aw1QiBLRAIuiMdHsGWZdkiy/KXsixnNX90s9wIRAAfOMX1pWtUA49fGt7vhesIBAJBl6DGeoHsklWKuSC/OQT5XddBO2o5FnsFRwvfVswNCvoV/sbINrumQ3awNW+jYm586FX46lsvWL5Um5uFDCTGN9yjtTZlHFaMZ/UcrlmsfJWmdg9vefQaYGuqu57fIcv4GbW5l6v7X4/V2P8aqFd/PbQTCeyL2e2XIl5SrIpgh3TOCLZAIBD8HOhwge1lpl/696sGvreN2mj5JEnq5I4+AoFA4AVk2UF64e+RZXeNql4XTM+Q5R24q5ZzvPh9ahzuSLJB8mNY6J1tes0TpQfIrbnoGuvQcUXErFavW2mr5ofcZMXcDA/NzbIqi9lfqGzzNSduhKY1Sixq4G5CAAAgAElEQVTV7MpOUe4nQVt7rq0pSsO8pMTems7fm6Luf60tAl9jtXHqYp5iblhC5xHYWVlKB/GY6KA2u1ZpcdeMYAsEAkF3pDOkiHsT5+P30+pvyLJskyTpAjAE6AOcaGohSZL2N/KtQa3aoUAgELQTBeXvUFGzWzEXG/wERn1EB+2o5VTZCjlW9L5ibkjIrfjo2y4KCPCDKno9MngSISbPosx12Zq7X2FuFmIKZHzoUI/WUve+HhYcR4K/ttTqLRnnsNZxdO4TGEr/oJbfZ25FOcfz3eJWAq5ISGzx+XaHg/2pFxVz4xK1CexTmXnY7O57iA0NJCyw8wjLrJx2TBFXCezAIN82u5Y3kWW5+YMEAoGgi9HdItjOx8MljXzfOd+2n9AEAoGgg7HYMskqXqGYC/BJIsT/xg7akTaOFr2FTa5yjc36YIaE3NKm10ytOM2FipOKuWmRc1u9rizLfJG1QzF3XfREj8zNZFnmc1V6uNboNcCXaUqDtOsSBmhKMd+WmqIYD4uKJsyv5WnJJ7PzKKtxP3AI8vWhf6S2Bxnq+uuhCVGazm9LKqsslJS4f3/1eh0R4QFtci2Hw0F5qdJkLjCoc6aIq3/HhMAWCATdEa8IbEmSUi611mrp1zveuK4nW730b7N/0WVZHtPQF3CyuXMFAoGgo5HlGszGPq6xTvInLvS5LmEqVG7N4lTxesXc8JC7MOraNjq5JW+DYjygx3BifXu1et3TZWmcr3DXG+uQuC56okdrOZC5pdc4l6GZQdJxXay2SHil1cLWzPOKOS3u4aCsvwZISuyl6fzW9r+Gzl1/nZ2tfM4fFRmIXt82MY3y0mqFUPXzN2Mwds6upOq+10JgCwSC7oi3UsTPAVp6dFxs/hCPcP4frbFCp0DVcQKBQNAtMRv70D/qM/LKXiG7+AVigh/DZOjZ0dtqEQcLXsWBzTX2N0QxMKjl7tSekFt9kWMlyhppb0SvAb5URa/HhF5GpE+oR2vpJR239B7PLb3Hk1pewNHiDELN2h48bLt4gWq7+/Xt6R/I8LCWi1Obw8GOtDTF3DSN9df7UtX9r7W3XTuWnqMYD21F/bXD4UCn854AVjuIR0e1Xf11WWmVYhzYSVt0Qf2+1+q+2AKBQNAd8IrAlmX5Km+s4wVOAZcDAwBFDbUkSQagN2ADztc/VSAQCLoXkmQgMnAxQX6zMenjO3o7LaKw5iznyzYr5kaGLUSva1tvyq15nyPXSW7q6dub/j2GtXrdMmsl2/IOKOZmeWhupiaxRxiJPbTVXkP99PBrNaaHH87JoqTG/Uw92MeH4VEtF7cOh8x+tYO4xvrr0spqUnOLXGOdJDE4vuEU8ezsbPLy8oiKiiIysmEHep1Oh9VqpbKyErPZjI+PD1AbYfUk6yM7p/0MzspKlAI7ILDz1l/Xi2ALgS0QCLoh3c3k7HvgdmAG8L7qe1MBP2CbXNdSVyAQCLo5ZkPLzac6mgP5/6RuFU+wqTd9Atq2pViptYjkoq2KuWkRc72STv997l5qHFbXOMIcwpjQy1q9rqdY7Ha+zzinmNPuHp6iGF+R0Au9hujvqZw8Sqrr1F/7mBkQpa3++liaMnrdNzoMP7Ox3nGlpaUsXbqUzZs388ILL3DnnUoXepvNxuuvv853332H2WwmICCA+Ph4Jk6cyLRp05AkyaPodpZKYLdnBLszC2z162ivY1InEAgE3YUuKbAlSQoCYoASVf/sj4DngFskSVrr7IUtSZIP8PSlY/7ZrpsVCAQCQYvIrjxIZuWPirnRYfejk9q2nnRH/pfYZXfKdKgpkuHBE1q9rizLfHFxp2JuRswk9FLH+YvuzE6hzOoWt+E+flweoS16/EMr66/V6eFjEntqEugAP6W1rP769OnTfPLJJwwYMIArr7wScEelT548yb333sv+/fupqan/3H3cuHGsXbuWsWPHao5k149gt523qjqC3SPQp82u1Vr0BuXP2SEEtkAg6IZ0CoEtSdIfcLe/Gnnp33skSZpy6b93yLL8Wp1Tfgm8AbwF3O2clGW5VJKkhdQK7R8kSfoAKASup7aF10fAh211HwKBQCDwDFmW2V/wsmIu0mcEcf7eSadujGp7Jbvyv1HMJUXMQe8FUX+05CwZVe5Iq17Sca2H5mbe4qtUZXr4NfEDNInb/MpKfspVRo+v0CqwU1qXHg4NGZw1nB7uFM9XXXUV8fHxWK1WjEYjFy5c4IknnmDXrl2YTCbmzp1L3759SU1N5eTJk1y4cIG9e/eyZMkSXn75ZYYPH65pfzk5pYpxdFRgI0e2nrKyrhPBVhu92W1CYAsEgu5HpxDY1KZ0J6nmJl36cvIaLUCW5U8lSUoC/gjcAPgAZ4FHgTWysKwUCASCTkdq+Rbyq48p5saEL25z1/MfC76h2uHuIeyvD2Bs6DSvrK1uzTUxbDihprYTWs1hczj4Jv2MYk5revh2VXuuoZFRRPi13GTN4ZDrRbDHajQ4k2W5XgR7SCMGZ8nJtcZ1EydOvHT9WkH3xRdf8NFHHzF06FD+/Oc/M336dIKCatO4bTYb//nPf1wC/K233uL555/XFMVWR7CjItsuRby8VB3B7sQCW+VubrfbO2gnAoFA0HZ0CoEty/I0jce/CbzZxPd3ArNatSmBQCAQtAsO2cbBgnWKuXj/qUT6tt5krClsDivb875UzE0On4HJC4ZqhZZSduUr+1XPip3SyNHtw77cdApr3GIs0GRmYrS2+nx1erhW9/CzeQUUV7kN0nqYTQyOjtC0Rm5JOfml7ociZqOefjENm70VF9e6ecfF1Yp4p0DesmULAI8//ji//OUvAbf41ul0zJ8/n4CAAObPn8+WLVs4e/Ys/fr1a9H+KitrKCt336PBoCMstIeWW9REeZmyiUuPgE6cIq5XCmybRQhsgUDQ/ei4QjCBQCAQCIDTJZ9Rak13jSV0jA7/bZtfN7loG6U2txO1SWdmSvgMr6z9ddaP2GV3+mucbxTDg/p7ZW1PUaeHXx3XD5O+5anwdoeDHWkpirmpra2/TvCg/jpVmaI+qGckxkbuIzq6NrJ94ULtgwGnydbJkycBmDSpNlHOaWTm/HI4HNx0000MHDiQQ4cOUVFR0eL95eQq08MjIwI19/jWQlcS2EaTSmDbhMAWCATdDyGwBQKBQNBhWB0VHC78t2KuX+Acgk292vS6DtnBD7kbFXMTQq/Gz9D6SKNddvBV9i7F3KzYyW2e7t4UDlnmq7TTirkZCQM1rXE0N4eiareYCzSbGRkdo2mNfSle6H9dLz284fprgOuuq3WgX716NQAGgwGHw0GPHrU/54CAgAZTv51jp7COiWn5fTYksNuSinoCu/OmiBtUKeI2qxDYAoGg+yEEtkAgEHQymrKK6G42EseK3qfa7o4iGyQfRoYtaPPrHinZQ77F3YRCh56pEd6pLNpXeIy8Gvc9mXVGpkeO88rannIo/yI5VeWusZ/ByNRYbendP6Qo08OnxCdi0BB9lmWZ5Fb2v4b6Lboaq7+GWifwYcOGsW/fPhYtWkRKSgo6nY5bb70VSZL4z3/+gyRJDQrs4uJiTp8+TVhYWKP9sxsiJ08psKMi21hglysFtn8njmAbjMrKRJvF1siRAoFA0HXpFDXYAoFAIHAjyzJlZWXs3r2b3Nxc4uLiiI2NJTExEbO59fXBnYVKWz7Hit5TzF0Wcgt+Bm01uVqRZZktuZ8p5kaHTCHYpK0Xc2NsurhdMU6KHEOA0c8ra3uKOj38yp598THU7xvdFNtUBmdJvbQJ9Av5ReRXuGun/UxGBsdo+1nLssyxdKXAHtpIBNvhcBAZGcmqVauYO3cur776Kvn5+SxcuJARI0YQExPD8uXLkSSJ22+/nZCQENe5RUVFLF26FFmWXVHwltKeDuJQP0Xcv0fn/RthNCs/dlqFwBYIBN0QIbAFAoGgE+FwOHj66af57LPPOHjwoGt+2LBhxMfHs2TJEq666qoO3KH3OFzwOjbZLQ589MEMCb69za97uvwImVXuaKyExPTIeV5Z+2JVHgeKTirmZsdcoWkNrT2XW7Lel2lKga01PbywqpLDOVmKuakJvTStsVdVfz06PrbR2unGSMsrpqzK3bM6wNdMQkRIg8c6a6mvueYaPv74Y5YsWcL69etZv349vXr1ws/Pj4sXL/L000+zZcsWRowYQXx8PCdPnmTDhg2cOnWKQYMG8cgjj2jaY25eO6eIlyt7ePv36LwRbJNKYFtqhMAWCATdDyGwBQKBoBOxdOlSVq9eTVBQEEOHDqV3797s2LGDs2fPcvToUb744gsWLlzIY489Rq9evTp6ux5TXHOBM6XKGugRoQsw6Vve8slTvs/5VDEeEnQ5kT49vbL2F1k7FeMBAYn0C4hv9jyLxUJpaSnh4eFer9U+VphDerm7bZRJp+fKuD6a1tiRlkrd4oTB4RFE9dBWr66uv9bangvguCp6fVl8ZJMGYk5Ts5kzZxIREcHbb7/NDz/8wLlz56ipqRWmubm5LuFdl6FDh/LCCy9w+eWXa9qjuga7rVPEK8u7jsmZyazMmrDUWDtoJwKBQNB2CIEtEAgEnYSPP/6Y1atXExAQwFdffcXAgQMJDg7m+PHjvPHGG2zcuJHTp0/z6quvsm3bNl544QVmzpwJeD/q2dbsz/8HMm6X7UBjPAOCvBNFboqUitOcqziumJse+QuvrF1jt/BN9m7F3OyYpltzffPNN7zxxhvk5eURFBTE2LFjufPOO+uZajlr7z35GavNzabG9qaHUVsa8VZ1erjG9lwN119rf6jxU5paYDducFYXnU7HuHHjGDt2LD/++CM7d+7kyJEjZGZmUlnpTluvqqrC39+fBQsWMHPmTGJjYzXvUR3BjmjjCHZlhTKC7effhVLERQRbIBB0Q4TAFggEgk5AUVERK1asAODVV19l/PjxyLKMLMtcdtll/OUvfyE2NpbHH3+cqqoqTp06xezZs/nnP//JokWLkCSpy4jsrMr9ZFQqXbZHh9+PTmr7/yWpa6/79xhKgl/L+hs3x7a8A5Tb3GItwODH1MjRDR5rsVh45513uPfeexXz27dvJzs7m+eeew69Xu/qG1z35+psKdVS1OnhMxO1pYc7ZJlt6v7XGuuv04tKyClzm6z5GAwMjW3cnKwx1BHsoU0YnNXF4XBgt9sxGo1MmjTJ1Z6rqKiI/Px8ysvLMZlMDBo0qF6vZi3Y7Q7y8ssUc5ERAR6v1xwWiw1rHSduvV5XLw27M6GOYNdUiwi2QCDofnTev8ICgUDwMyItLY3c3FyGDx/OTTfd5Jp3CmcfHx+WLFnCxYsXef755xkwYACnT5/m/vvvp6SkhKVLl7ZKGLQXsuwgOf8lxVykz3AS/JPa/NpZVWkcK01WzHkrei3LMpsu7lDMXRM9AZOuYSOxTZs2sWzZMvR6PTNnzmTIkCHs3LmTHTt2sHr1aubOncv06dPJzMzk6NGjpKSkMGHCBEaOHKlJXJ8pzudcSYFrbJB0XB2nrR/3T7k5FFRVucY9TCZGaW3PpYpej4yPwWTQ9vtqdzg4kZ6rmLusiRZddXH2twaw2+2u90pISIjC3Mxub13bqMKiChwOdzJ9YIAPvj6mVq3ZFPWi1z3Mnfohm8lHlSJebemgnQgEAkHbIQS2QCAQdALKy8vJyMjA4XCQn59PRITbXVmSJJcoGDNmDAB33303mZmZrFu3jvfee4/Zs2czZMiQjtp+izlftpnCGmVE9fLwB9tFFHyfq6y9jvftS78eQ72y9umyNM6Up7nGEhKzYiY3evyLL75IQUEBK1eu5L777iM4OBiA//mf/+Ef//gH//nPf/Dx8eHWW28lJycHi6VWiIwdO5Zly5bxy1/+skWvmTp6PTE6kSCzthpdtXv45PhEzeZk6vrryz1ID7+QU0iVxR3xDPH3JSak6eiwxWIhJSWF48ePEx8fz8iRI5t8ENXah1T1DM7avP5aJbD9Om96OICPr/JhQ02ViGALBILuh+iDLRAIBJ2AuLg4goKCKCkp4dixY4A7el2X0NBQAIKDg3nwwQe5/PLLOXLkCCtWrHCllHdWbI4aDha8opjr1eMqIny9I3KbIr8mm0PFyrT06VG/8JqwV7fmGhM6mBjfhltQHT9+nO3bt9OzZ09+//vfExwc7IqcTp48GT8/P3bt2sX8+fPJy8tj6NChTJs2jaCgIPbt28fy5cs5fPhwi/b1ZWrr0sMBtqrSw5MSe2leY5/KQdyT/tf1DM4Sopr8+R0+fJgbbriBkSNH8vDDD7No0SJWrVpFaalbBGdmZvLyyy+zZs0aNm7cyIULF3A4ar0BPHkv5eWp0sPD21ZgV1V2nfprAHM9gS0i2AKBoPshBLZAIBB0MLIsExERQf/+/amoqGDZsmVs27YNcItsZ2TtzTffBGoF9sCBA3nmmWcICAhg586dFBQUdOr00BPFH1Jhc4skHQZGh/+2Xa79Q+4G5Do+2FHmOIYEanOHbowSaznb8g4o5ppqzfXJJ58AcM899wBgs9lcP9+EhAQqKys5e/YsV1xxBRkZGXz77besWbOGlStXEh0dzZEjR3jqqadcLtiNkVJaxIkid0q1TpK4Nl5benhxdRUHs1XtuTQK7KySMjKL3aLWqNczIk5bijnAsTRVengTBmdpaWk89NBDbNq0ierqajIzMzlw4ACPPfYYb7zxBgBr1qxh6tSpLF26lEceeYR58+YxatQoHnvsMYqLixt8wNUc6vrriDasvwaorFQKVF//tktH9wZmX2WKeLUQ2AKBoBsiBLZAIBB0MJIk4efnx9KlS4mNjeXQoUM8/fTTrFu3jsLCQiRJIisrixdffJEPPviAgQMHMnXqVKA24jl06FBSU1M5c+ZMB99J41TZCjlS+B/F3KDgGwgweqc9VlOUWAvZV7RVMTc9ch46yTv/C/w6+0esstsNOconjDGhgxs9fuvW2r386le/Amrrg2222vOdD1bmzZvHP//5T0JDQwkODmbo0KEsWrSItWvXEhAQwOeff05GRkbDF7iEOj18XGQ84b7a2qDtSEvFUUdkDggLJzZAW1RWnR4+vGcUPkbtFWr1Dc4aF9hr165lz549JCYmsmHDBpKTk3n77beJiYnhs88+47HHHmP16tVcuHCBnj17kpSUxIABA6isrORvf/sbDzzwgOu9p4V6Aju8bQV2laoG29e3cwtsH1UKe02lENgCgaD7IWqwBQKBoJMwd+5cDh06xN/+9je+/fZbDh48yKpVqxg1ahTJycmkp6djNptZuXIlsbGxyLKMyWRytRLKzs7u4DtonEOFr2OT3Q7bJl0Aw0PvaZdrb839HHsdARxqimRkSOP10Vqwyw6+uKjsfT07Zgr6RsR7amoqRUVF9O7d29XHvK4B17p16wD4f//v/2EwGHA4HK5Iqk6nY8qUKQQFBWEwGCgsLKRv376N7u0rr6SHpyjG07yQHn65B+nhVrudU5ktNzjbtGkTFouFt956y/UwauTIkRQXF/PUU0+RnJyMyWTivffeY9iwYeh0OlJSUnj99dfZtGkT77//Pr/+9a+ZN09b67h2F9j1ItidO0Xcx0/5AKBaCGyBQNANERFsgUAg6GBkWcZms+Hn58eKFSt4/fXXGTJkCA6Hg3PnzvHRRx+RkpLClClTWL16tetDv9Vqdf0bFBTkEmydjaKa85wpUbbHGhE6H7O+betTASpspfxY+K1iblrE9egl7ziu7ys8Rm5NoWts0hm5JnpCo8dXVVWRmZmJ0WikrKxWjDnTkM+fP+9ykp88ufYBgE6nQ5IkdDodDoeDqKgoBg4cSHV1NXl5eY1eJ6O8hMMFytTuGQkDNN2bLMv1DM609r+G+g7inhicnc8upKZOO6qIQH8ig3o0eGxZWRknT54kMjKSqVOnIssyDocDWZa54447KC4upry8nLVr13LLLbcwZMgQBg8ezMyZM/noo4+49tprAfjyyy+bTcNX094CW51i3dUi2OoacoFAIOgOiAi2QCAQdAClpaVIkkRNTQ3h4eEYDAasVitGo5G77rqLpKQktm3bRnp6OmVlZfTt25dbb72VHj1qRUVNTQ1ms5nTp0+zceNG4uLi8PHR5g7dXuzPfwkZh2scYIxjYPCv2uXa2/K+wOpwf4gPNIQwLnSa19ZXm5slRYwm0Nh4GvagQYP45JNPOHDggKs9lDMNOSgoiHXr1pGQkAAo20lBrdi22+3s2bMHWZYZOXJko9fZnHZaMR4T0ZMoP21i73heLnmVFa6xv9HImFht4jivrIKUgiLXWC9JjIqP1bQGwLE0ZXr44PjIRo9NSUkBoE+fPkBtD2zn61hZWYndbqdnz57cdNNNihprZ5bAsmXL2LhxI/v378ds1hYRVgvs8LCGHwJ4C3UEWx0h7myoI+zVFTXIstypvSMEAoFAK0JgCwQCQTty8uRJvvzyS9577z0sFgt2u53bbruNpUuXYjabsVqt6PV6evXq1WBE2im6nB/8Fy1ahCzL3HbbbQwe3Hjdb0eRWbGbzMrdirkx4Q+glxruD+1NquyV7Mz/SjGXFDkHQyO9qbWSUZnDgaKTirnZsY2bmzmZOHEiEydOrDcfFhbGHXfc4RrXFdfOn/tXX31FeXk5V1xxhas0oCG84R7+gyp6PSk+AZPGNlb705TR68tiIulh1i4C6zmIN2Fwlptbm0ru5+fnctZ3PrxyOvT369fPlYKv7ivufPChpd84gMMhU1BYrphra5MzdQTbx7ft31etwWDUYzDpsVlqsxEcDhlLtbWeu7hAIBB0ZUSKuEAgELQTe/fu5Y477mDp0qXs37+fo0ePcvz4cR5//HFmzJhBVlYWRqOxyQ/2TtGVk5PDwoUL2bp1KyNHjmTFihXtdRstxiHbSM5fq5iL8h1Jgv/Udrn+rvzNVDuqXGM/fQATQq/22vqbLu5QjAcF9KJ/QEKz5znbQKlpyrHa+Tvxr3/9C4B777230WNzKstIzlPWPV+nMT0cGmrP5Y30cO3116BNYIeHhzNw4EB27NjBp59+isFgwGg0kpmZyWuvvQbUiu/i4mJX6r0sy65WaadP10b/e/fWdr/FJZXYbO6frb+/GV+fthWO1dXKPtI+bXw9b+Dnr8y0qSyv7qCdCAQCQdsgItgCgUDQDpSVlXHbbbdx/vx5rrzySpKSkjCbzWRkZPDee++xdetWbr31Vj744AOioprv7/v000/z8ccfM2jQIN555512vJOWc6b0c4otdUWaxNjwh9olHbTGXs3WvE2KuakRMzHrvZNGX2Wv4ducPYq5Oc1Er52psI09QGnuddm+fTubNm2iX79+/PrXv270OHV6+PCwaOJ7BDe5tprSmmoOZl1UzHkisJPr9b/WXn9ttds5czFfMTekEYMzWZYZMWIEI0aM4NSpUyxcuJBPPvmEuLg4Dh48yNdff83gwYM5ePAgW7duZd68ea6fh8FgoLKyki+++AKAcePGadpnfjvXX0MDNdidPEUcwLeHmdIid+lBVXkNIQ23jBcIBIIuiRDYAoFA0A48+OCDnD9/nuuvv57169e7xFRBQQEjRozgj3/8IydOnOD06dNER0c3udagQYMYOnQoUVFR3HrrrVx22WXtcQuasNjLOVTwimKub8BMwnwGtcv1dxd+S6XdLXh8dL5MDp/htfW/y9lLpd0deQs2BjAlovGaaKgV0M7odUvTj52ifPPmzSxduhSDwcCDDz7YZG2wuj3XjATt6eE70tKw14mo9wsJpWegNlO64spqTue4hbEEjE7QLrDPZhVgsbkNziKDehAe2HCdu/N99bvf/Y69e/eSkpLCu+++6/p+bGws77zzDg888AD33HMPzz77LJMnT8bf3x+DwcDzzz/Pv//9b2JiYhg/frymfeYXKNPD27r+GqBGFcE2+3TuFHEAvx4igi0QCLo3QmALBAJBG7N582befvttQkJCeOONN5AkCYvFgslkIiwsjLlz5/LOO++wbds2XnnlFVdboYaQZRmz2cyTTz5JaWkpgRpFT3txpOgtqu3FrrFeMjMqfFG7XNvqsPBD7kbF3OTwGfjqtfWAbgxZlvn84jbF3IyYSRibqO3etGkTU6dOJSDAHdV0tuBqKnLt/N7u3buRZZklS5Zwyy23NHp8QXUle3LSFXOe1F9vU6eH99IevT6QlkndpPf+keEE+2nPIDhRLz28cYMzJ2PGjOGHH35gzZo1HD58GIPBQFxcHA899BDDhg3jlltu4ZFHHuGxxx5j+PDh+Pv7s2vXLkpLSwFYvHgxo0aN0rTPvIL2NTiDLiqwA1QCu0wIbIFA0L0QAlsgEAjakOrqar788ksAHnvsMUJCQrDZbJhM7lTOqKgoHn74YbZt28bu3bspKipyGS2pkSTJZXjVWcV1qSWDE8X/p5gbGnIH/ob2yQPdW7iFMptb3Bt1ZqZGzPLa+oeLT5Ne6RZ9OnTMjJnU6PEbN25k3rx5TJkyhWnTpjFnzhzGjRuniGKrHcPVLF68mDlz5tCvXz+CgxtP9/467TSOOpHnwSGR9A4MbemtAQ2355rqUf/r1rfnAjierux/PbiJ+uu6JCQk8Mwzz1BQUIDNZnO5s0NtRkl5eTnPPPMM27fXOsEbDAbMZjO//vWvefjhh/Hz89O0z4J6Eez2SBFX12B3foHtH+CrGIsItkAg6G4IgS0QCARtiCRJHDhwAF9fX8aMGQPUfpBXM3bsWBISEsjOziYnJ0chsJ1Ox8504aaEWGdgf/4/cMjuD/5+hkiGhtzeLte2OWxsyVX23J4Udg3+Bu89jPhc1ZprUvhwws0NPxAB+Pvf/w7Anj172LFjB6+99hpjx45l1qxZzJgxg8TERNfP1Gm49fXXX9O/f3/69esHQGRkJJGRzUduv/CCe/ipgnyyK9xi0ddgYFysdnMyb9RfQ0MGZ82/Dk7MZrPLbb1uO1YMMMgAACAASURBVCidTseSJUtISkpi7969nD59Gl9fX66//nqSkpI88gnoiBRxtcmZydz5BbY6gl1eWtXIkQKBQNA1EQJbIBAI2pCsrCzOnj1LcHAww4cPb/AYm81GTEwMvXr1Ii0tjRMnTjBo0CBXiyFnpPPtt99m8uTJ9O3btz1vQRPZlQdIq9iqmBsd9lsMuvbp0b2/aCvF1gLX2CAZSYqY47X1c6sL2VNwVDE3N7bxlP7q6mpX2vFll12GTqfjxIkTbNy4kc2bN9O7d2+uuOIK5s6dy9SpUwkKCmLbtm3Mnj2bWbNm8fnnnwO0qFdwcU0VP2anKuZmelB/rXYPnxiXgLmBh0JNUVFj4XiWMvLsiYO41W7ndKbS4KwpB3E1DocDu93e4IMpX19fJk+ezOTJkzXvqyHULbrC2kFgW2q6Xop4jyBlBLuiRAhsgUDQvRBtugQCgaAN6dWrF++//z7Lli0jLCyswRZNBoMBvV7PyJG1JllHjhwBUPTo/eMf/8jdd9/Niy++2H6b14hDtrMvf7ViLtx8GX0Crm2X69tlG9+rotfjQ6cTaGw8uqyVTVk7cNSpLO7tH8uQoMYfePj4+PDHP/4Rf39/ysvLuffee1m2bBnTpk0jLCyMs2fP8tprr/Gb3/yGmTNnsmLFCp577jkAkpKSALBarY229qrLN+lnsMnu4/oFhdE/OFzzPW5NSVGMPam/PpiepTBJSwwNJiJAew38uawCrHa3wVlEkH+jBmcNodPpMBqNGAyGBh9QOAW43W5vsk1aS+gQk7Mam2Js9un8cRP/QGXqfXlpZQftRCAQCNqGzv+XWCAQCLoozqhjUlKSK0rWlHu0M8J98uRJxfy3337r6nO9YMGCNtpt6zlb+jmFNWcUc2MjHkaS2udZ7oGinRRY3OnEeknPlZHXe239GruFr7N+VMzNjZ3abGT5l7/8JUuWLOHpp58mNTWVlStXkpqayvbt29m+fTvJycmcP3+e3bt3s2ePu/WXLMvk5eUREdGy2vUvVenhszxIDy+rqSE5S1k7neRB/fX+NOUaYz3uf62Mgrckem232zl69Cjr16/n2LFjREVFMW7cOK677rp6Dv0NvR9bYj7XEOoa7LDQthfYVpXA7gop4j0CVRFskSIuEAi6GUJgCwQCQRvjcDgarLt24hTiztTvEydOUFBQQFhYGIWFhTzwwAMArF271hXl7mxY7BUcVLXl6t3jGiJ9h7XL9R2yg+9z1yvmxoZMI9ikPYLbGFvz9lNqc/fv7WHwIyny8hadu3z5cjIyMvjrX/9KVFQUS5YsITExkdtvv53Dhw+zZcsW9u3bx/fff09ubq2ofPLJJ3nzzTeZPHky8+bNY86cxlPdSy3VbM9SpnbPTNTeEu3HjDRsdaLlvYNDSAjS1kMbINlLBmf1HMTjmq+/fu6553j88ccVc++//z433HADjz76KIMHD27y/Ja2UKuLzWanpE4kVpIgNMQ7rvVNUaNKETeZOv/HOnWKeLlIERcIBN2Mzv+XWCAQCLoodQ2VWnJc7969iY6O5sKFCxQWFhIWFsZDDz3EmTNn+MUvfuES2p2RI4VvUG0vco31kpkx4Yvb7fqHi38krybLNdah48rIX3htfVmW2ZCpbM11XfREfPSmRs5w40z1/8Mf/sChQ4d44okniIiI4I477kCSJEaOHMnIkSOxWq2MGjWK3NxchgwZQnFxMSkpKZw8eRKHw9GkwP4u4yzWusI4IIRBwdpd27eq3MM9iV5bbDYOZ2Qp5jx2EM9QRrAHNWFw5nA4ePfdd3n88ccxmUwEBQUxZswYrFYrW7Zs4fXXXyc5OZn169fTq1cvxbnOh1yjRo3i/PnzXLhwgdDQlruvFxZVUDfDPCjQD4Oh7c0ILeoUcXPn/1jXI0iVIl4iUsQFAkH3ovP/JRYIBIIuQnV1Nenp6Xz77bdcuHCBsLAwoqKiuPHGG9HpdK62P3Vrq+sSFRVF37592blzJ1VVVXzwwQe89957hIeH88Ybb7T37bSYUkt6A225bsff2HIzqtbgkB18m/OJYm50yBWEmVvuNt0cx0rOcaHCHZXVITE7dkqLznX+rAcMGMDKlSu54YYbeOaZZxg/fjz9+/enuroaHx8fUlNTOX78OD4+Pnz22Wfs27ePLVu2sHnzZubPn9/kNeq7hw/SnOIsy3I9g7OkRO3110czc7DUqZuOCQwgLiRI8zo2u4MzF/MUc02liKekpPDMM89gMpm46667WLNmDRUVFRQXF/P999/z0ksvcfjwYWbPns3u3bsVPcmdvelTU1MpKyvTJK4BCgsrFOOw0LaPXkN9gW3qAgI7IFgpsMuKhcAWCATdi87/l1ggEAi6CL///e/59NNPyciobU8kSRKyLLNmzRrmzJnDVVddRVJSkqLllhNZljGbzfTr14+dO3eyevVq1q+vTXl+++23CQrSLlDai+T8tThwf9Cvbct1R7td/2jJXnJq3C2hJCSuivqlV6+x4aIyej0+bBhRPmGa17n22mt5+eWXueuuu3jggQfYsGEDPj61DuvOhyi33347ffr0oU+fPtx0000cP36coUOHNrpmubWGrZnnFXOetOc6W1jIxbIy19isNzA+TnvttLr/9RgPo9cXcgqpsbqFenigH5FBjdc1Hz58mNOnTzN37lxWr16N2WzGbDYTGhpKnz596NWrF/fddx8nTpxg/vz5/Pe//wXcD7wyMjIoLi5uNoW8IdQO4qHtUH8NYLUqBbaxK6SIC4EtEAi6OcJFXCAQCLzAo48+yksvvYQsy/zmN79h8eLF3HXXXYSFhXHo0CH++te/8oc//IGnn36avLw8l7h2Ohc7/x0xYgRQWzNaXFzMo48+ynXXXdcxN9UCMiv2kF6xQzE3Jnxxu7Xlqo1ef6yYGxUyhQhzjNeukVddxI/5RxRzTbXmagxn27UbbriB++67j2+//ZaHHnqIyspagfH2228DsHDhQgAsFgs6na5JcQ3wfcY5LA63EI3rEcTQUO3ZA+ro9YS4eHwM2k2z1AZnHtdfZyjrrwfHNX1PBw4cAODKK6/Ex8cH+6UourO3+NVXX80rr7xCWFgYH3/8Mc8++yzgfu+dO3cOgIEDtT+cKCxSRrDbo/4a6kewu4LADlS9NmXFFY0cKRAIBF2Tzv+XWCAQCDo5X331FS+++CKBgYF89dVXDBkyBKhNGV+yZAlLly7l22+/Zc+ePZw/f56TJ0/y6KOPMnr06Hp12sOGDcPPz4/KykpGjRrFqlWrOuy+msMh2+q15YrwGUbvHte02x6OlSaTVZ3mGktIXOXF2muATVnbceCub070i2F4cH/N6zh/1n5+fjzxxBPs37+f1157jeuvv57AwEAyMjLo168f48aNA8Bkar6+G+q7h8/2ID0c4Id66eG9NK9hszs4kHZRMTfW0/prlYP4oGYMzlIutRcbNKjW3E393rLZbFx99dUsX76c//mf/2HFihUMGzaMuXPnAm73/uYeaDRE/Qh22wvs2hZjyvZtRmPb1323FnWKeGlRRYv6vAsEAkFXQUSwBQKBoBVUVVWxenWtyHzhhRcYMmQIFosFqO2BPGzYMN566y3Xh/i8vDz++9//smLFCg4fPgzgirQBDBkyxGXA9P7777fjnWjnVMknlFhS6sxIjIt4pN0+KMuyzDfZyuj1iOAJRPl41hKqIWrsFjZ70JoLaLR3tSzLxMbG8s477xAWFsbChQt58MEHAXcbNpvN1uC5aiqtFrZknlPMeZIeXmm1kpypas/lQf/rkzl5VFz6/QcI8fOlT7i2emYnJ1QCe3AzAtsZidbra0Wm2ufAYDBgs9m4//77WbRoERUVFTz22GOuvvMnTpwAah9yaUUdwW6XFl0Wu2JsNDXc67uzYfY1YaxTK26z2KmutDRxhkAgEHQthMAWCASCVlBRUUFubi6RkZEkJSUB1GvJFRMT4xLYAwYMIDo6mo8//ph169YBbkEAEB0dzYEDB/jxxx8ZMGBAO92FdqptRRwqeF0x1y9wFuE+2utXPeV46X4uVqe4xhISV0fd4NVrqFtz+Rt8uTKq6dZcpaWl2O32Rt3jJUnCbrczcOBAVq5cSXV1NT/99BMAv/nNbwDl70RT/HDxPNV2txiP9QtkRJj29Pgf09MUaeYJgUH0Dg7RvM5+dXuuhJ4eiT67w8FplcHZ4CYcxAF69uyJwWBwCeaGcL43//rXvzJ9+nSOHz/O8uXLATh79iwAl112meb9dkSKuM2qEthdIHoNtb//gcHK16e0SKSJCwSC7kOHC2xJkoySJD0sSdIbkiQdkiTJIkmSLEnSvR6s1evSuY19fdAW9yAQCH6+VFZWcuHCBYqLi8m8FAFsSFhNnz6d0NBQRo4cyZIlSwD417/+xfLly3E4HK5op81mw2QyMX78+Pa7CQ84WPAKFofbEMuo82N02G/b7fqyLPONqvZ6WNA4on3ivXqNDZlbFXO1rbnMjZ6Tn5/PihUrmD17Nps3b27wGIfD4RLQd955J6tWrWLOnDncfvvtxMbG4nA4WixKN6WcVIxnJA7wSnr4NA+i1+C9/tdpecVU1unxHOTnQ0xIQBNnwOWXX47NZuPTTz8F3BHthvD39+f555+nb9++fPLJJ/ztb3/j1KnaVPvevbXfu9pFvD0Edj2Dsy4isAECVSn0paoUe4FAIOjKdLjABvyBF4G7gWgg2wtrHgb+3MDXR15YWyAQCFxERkZy2WWXYbFY+Oyzz1xC2fnh3pn+bbVaKSkpoWfPnjzyyCO8+OKLmEwmvv76a6qqqlyiXB397owUVJ/iTOlGxdzw0Pn4GrS7anvKibIDZFQpnbO9Hb3+qeQsFyrc9cQ6JObEXtHkOe+//z7PPfccVVVVhIXVvh5qoafT6Vwp4EajkQULFrB69Wqee+45TfurtlnrpYfPThykaQ3n/uq15/JAYMuyTHKadxzE66WHx0c2++Bg9OjRTJo0iZCQEDIzM5s9fsSIETz11FMEBASwbNky0tPTCQsLc7XT00JHRLAtqhRxQ5cS2MoU+tJCEcEWCATdh87wSa4SmAUckmU5S5Kkp4AnW7nmIVmWn2rtxgQCgaApZFnGx8eHSZMmsWvXLt58800mTJjATTfd5Ppw74xUvvDCC9jtdoKDgwGYM2cOa9asYdeuXWzYsIFbb721w+5DC7IsszfvReQ6pl+BxngGB9/UrntQ114PCxpHrG+iV6/zmSp63ZLWXC+++CIAy5cv5/LLa1PJnQZOBQUFbN68mTNnzpCfn09ISAhXX301U6dOVURNG0stV/PDxfNU2txR3mi/AEZFaBe054sKySgtdY1Nej0TemrPBDifX0hRZZVr7G8yMSgqQvM6ACcytNVfA/Tt25cdO3Y0e1xdbr/9dn766Seef/55bDabRw7isixTpHLCDumAFPGuJLCDwpQCu0REsAUCQTeiwwW2LMsW4MuO3odAIBBoxSmily1bxo4dO9i9ezc333wz27dv59577yUwMJCSkhI+/fRTXn31VeLi4rjzzjsB6NOnD3fddRdPPvkkFy/WRkmd/Xg7MxfKvyG3+rBibmzEw+gl7e2cPOVk2SHSq5SRW29Hr3OqC9hTcFQxN69nUpPnfPHFF1y4cIFp06aRlJTkEtY6nY49e/Zw9913u9KQdTodDoeDlStXkpSUxAMPPMDcuXPR6XQtTvFWu4fPSBiAzoP08K2pKYrx+J5x+Bq1/zzV6eGj4mMw6D37fa4nsJupvwanq7Ydg6FlZl/O95szev3ee+/Rr18/zXutqrJQU6ddltGop4d/42UE3sJm65o12ABBqgcQQmALBILuRIcL7DYiVpKkRUAYUAD8KMty464nAoFA4CF2u52wsDDWrl3LypUr+fjjj3nppZdYv349drsdi8VCUVERwcHB/P3vfycxMRGbzYbBYHClj5deih52dnFtdVSyP/8firmefhOJ85/UbnuQZZmvs/+rmBsaOJaevr28ep3PL27HgTu1u7d/LEODmhZfGzZsANxGZTU1Nfj4+JCcnMw999zDqVOniI6OJiEhAZ1O56rf/+677ygpKSE8PJwpU6a0aH/VdhvfZZxVzM3yID0c6ve/Tkr0rP7aW/2vZVnmpEpgD+rZvMDW6XSa3kPOhxzBwcG88847PPPMM/j6+mreb0Pp4e3h5q0W2HpDFxLY6gh2gUgRFwgE3YfuKrCvufTlQpKkH4C7ZFlOa/AMFZIk7W/kW559ghEIBN0SZwr46NGjefLJJxk7diwvvfQSGRkZrmOuv/56br31Vm64oTbK6qzTrqqqQpIkj6JmHcHRwv9QaXM7O+swMDbi4XbdQ0PR62uib/TqNarsNfVac13fM6lJ0eR8kAIweHCtk7rzd2PNmjWcPHmSO++8k/vvv5/x48dTUlLC0aNH+f7773n99ddJTk7m17/+NUeOHCE8PLzZPW6/eIFyq7u1UYSvP5dHam9PVmW1siczQzHnSf9r8J7BWWZhKWVVNa6xv9lEfHiwR2s1h1NkS5JEYqJnJQaFRZWKcXvUXwPYbco2cAZD535AV5d6Aju/rJEjBQKBoOvR3QR2JfAX4FPA6X4zHHgKuBL4TpKkkbIsi0elAoHAq0iSxNChQxk8eDCLFy9m06ZNBAQEYDAYmD59usu8rKamBrPZTHp6OmvWrMHHx6dTt+NyUmrJ4Fixsi/3ZSE3E2RKaLc9yLLM1zlKr8ohgZd7PXr9fc5eKuzuWuJAoz9JEWOa3JfJZCIhofa12L9/PxMmTMBoNFJeXs6HH36I0Whk1apVLvEcFBTElClTmDJlCtdeey0LFizgxIkTvPXWWyxdurTZPX6ZqnIPTxjoUXr47sx0LHX6sMcFBtInRHvf6ovFpVwsqeMqr9czLDZa8zpAvej1wLgIdLq2iwi3NnOkWFV/HRys3STNE7pVBFukiAsEgm6EVx53SpKU0kx7LPXXO964rhpZlnNlWX5CluUDsiwXX/raBlwL7AH6AS1q/yXL8piGvoCTzZ4sEAh+tuh0Onr06MHNN9/MrFmzuPbaazEYDC7XaLO5tjZz/vz51NTUcPfdd3f6llwA+/LX4JDdhlq++nCGh97drns4WXaI9EplWvS1Ud6NXjtkBxsytynmZkRPxqw3NXqOM7Ldv39/ADZt2kR1dTUA27dvx2q1Mnv2bMLDw7Fa3a+hM5NhwoQJrj7paWnNJ1nV2G18k65OD9duzgWwNaV+ergn6c3q9PDhPaMwGz17hq8W2C0xOGsNWVlZVFVVNX9gIxQVKyPYIcHtE8G2qSLYxi4ksIPDlS3XikUEWyAQdCO8lU90Djil4etiw8u0DbIs24DXLg2ntue1BQLBz4vGxIkzgn3w4EEWLlzId999x6hRo1yu052ZjIofyahQujOPCb8fo659hAQ0Eb3286xeuDEOFJ0koyrHNdZLOmbHtqwuetasWcTGxrJt2zbWrFlDdXU1ffv2xWw2u9KPnWnj4E5PhtoyAoDz58+75hpjZ1YKZVZ3CnW4jx/jIj3r/602OPNWeviYBM/SwwFOZuQpxm0hsJ2t01JSUrj33ntZunQpL7/8skdr1XMQb6cItjpFXN+FUsTVArsoTwhsgUDQffBKirgsy1d5Y502xvl/7Pb7RCgQCAR1yMvL45VXXuH1119n1KhRvPnmmxg9cGtuT+wOC/vylA8BIn2G0ydgRrvuoz2i1wAbVK25poSPItzcsvrfuLg4/vd//5cHH3yQP/zhD2RnZ/OLX/yC3r178+mnn/L73/+emJgYAFfdr91ud7mMA/Tr16/ZlOVNqvTw6xIGovcgzTmluIjUkmLX2KTTMzHOs5R/b9VfA5zIyFGMB7WBwHY4HOj1erZs2cKXX9Y2Mpk3bx6LFy/WvFaxOoLdXjXYdqXA1nno2N4RCIEtEAi6M13nr3HrmXDp3/NNHiUQCAR1cEa6nP82F11sipCQEBYvXsy6detYt24dw4YN88oe25LjxR9Qak2vMyMxLmJJu7gkO5Flmc3Z/6eYa4vodXplDvuLTijmrm+mNZeaxYsX8+yzzxIaGsqaNWt44okniIyMJDU1lT/96U+kpqYCuNpxGY1GLBYLr7zyCgA333xzk+tb7Ha+ST+jmPM4PVzlHj4mtif+psZT4RujqLKKc/mFrrFOkhgVH+vRnvJLK8gvdQtWk0FPr6gQj9aSZRmHw4HD4XC9f504MwnCw8MZPnw4RqORQYM88zCtlyIe1D4RbIdKYOu7kMDuEeSLweTO5qipslBVUdPEGQKBQNB16JImZ5IkBQExQIksy1l15scDBy/11q57/HRgyaVhm9R/CwSC7ouzv67RaFREF519jluKwWBg2LBhXUJYA1RYczlS+JZibkDgPMJ8PBN0nnKi7CAZVcpno9dG3+T166ij1wMDEhkU2EvzOgsWLKCqqooVK1awbZu7nvvf//43R44cYebMmUyaNImhQ4eyb98+3nrrLU6dOsW0adOYMGFCEyvDzuwUSi1uIRJq9mV8lGdR5x9SUhTjab16ebTOgTRl1degqAgCfDzrA62uv+4fE45R33xtcUPvRUmSmnx/yrLM3LlzXfXvnj48Ky5RCuz2MjlTR7C7ksCWJInQiEByM4tcc0W5pfj2jujAXQkEAoF36BQCW5KkP+BufzXy0r/3SJLkLHzbIcvya3VO+SXwBvAWcHed+eeAIZdacjn7jgwHpl/67z/JsrzLu7sXCATdkbKyMvbt28eHH37IuXPnCAoKIjg4mPnz5xMbG0vv3rVmUA6Ho8UuxFqO7Qwk56/FJrvNn8y6QEaFL2rXPbRX3+syawXf5exVzF3fc5pHa0VERPDnP/+Z+fPns3btWt5//32ysmqfBScnJ3Pq1Cmef/55ampqMJlMVFVVcfXVV/O///u/za79RUr99HCDB79TNTYbezLTFXOe9r+uV3+d6Fn0GurXXw+Ka5ngkiSJmpoacnJyKCkp4cSJExQVFeHj40NUVBTx8fH07NmT4GB3ur8sy9hsNlf/bE/fm/VrsDumTVdXEtgAISqBXZhXSqwQ2AKBoBvQKQQ2MANQ5+FNuvTl5DWa521qxfdYYCZgBHKA/wNekmV5e+u3KhAIfg489NBDfPrpp5SUlAC1KaV2u50PP/yQq666iquvvprbb7+d0NDalkZq8Wy329Hr9Zw8eRI/Pz8SEhK6lLjOqtxPSvl3irlRYYvw0Qe16z6Ol+6vF732dt9rgK+zd1PjcCc/hZmCmBI+sokzGscZCU1MTGTVqlU88sgjbNu2jc8++4xvvvkGm81GSEgIFy9eJDExkcmTJ/Pss88SEdG0uLA67HztpfTwPZkZVF9ytgeI6RFA/9Awj9ZSO4i3yuAsUxnBbmn99c6dO3n33Xd59913KSsrw9/fH71ej8PhwGAwEBQURGJiIiNHjuTKK69k9uzZGAwGr7wni0uUDuRBQb6tXrMlqCPuOn37lW14g5BIVR12bmkH7UQgEAi8S6cQ2LIsT9N4/JvAmw3Mvw687pVNCQSCny1PPfUUb731Fj179uT+++8nLi6OsrIytmzZwtdff83GjRvZsWMH3333HUuXLuWKK65wOULrdDpkWUav13PhwgXmzJnDNddcwy233EJSkrZ63o7CIdvYm/eCYi7UPID+Qde36z5qncOV0ethQeO8Hr22y3Y2XlS25poTewUGnWdtj9SiLS4ujttuu43bbrsNu93O3r17sdvtxMTEYDKZiI+vdQBvruRgV1YqJZZq1zjY5MOEaA/Tw1PV7bl6eVRXX2mxcjxLKYpb5yCuXWCvX7+ehQsXUlhYSFBQED4+PlitVgIDA9Hr9VRXV5Obm0tqaio7duzggw8+YNSoUdx1113ceOONLod/T7DZHZSVqQR2YPsIbLtDWVfelR7gAYRGKh/WFeYIgS0QCLoHnUJgCwQCQWchOTmZ5cuXo9Pp2LRpE8OHD3d9b9myZXz44Ye88sorJCcns2HDBs6cOcOSJUuYP3++6wOuU6g88sgjnD9/nnXr1mGz2bqMwD5R/BHFFqUAGx+xFJ3Uvn12j5Umk1mVopi7Nsr7tde78g+TV+NOVTXpjMyImez16zizGiZOnKiYdwrr5gTuF/Xcwwdg9PAhwDa1wO7lWXr44YwsbHUiqYmhwUQEeJYiXV5dQ3p+iWuskyT6x4Y3ec7OnTv505/+RGFhIXPnzuXGG29kxowZGAwGcnJyyM/PJysri5SUFI4fP87OnTs5e/YsmzdvZv/+/ZSWlrJgwQJF+zQtlJZWUdc/LTDAB0M79aOub3LWxSLYEWoncSGwBQJB90AIbIFAIKjD5s2bAfjd737H8OHDsVqtGI1Glzi6+eabmTx5MuvWrePDDz/kxIkTrFy5kvLychYsWEBAgPtD47vvvsvdd9/NJ598wr333ttRt6SJKlsBhwuVFTl9A2YR6du+xmwO2VHPOXx40HhifD2L2DbFZypzs+mRYwk0er+O1ini1JHqlkSOrQ47m9NOK+ZmJXrmep1eUsL5IvcDBYNOx6RO0J7rlKr+uldkCL6mptvYbdq0iePHj7No0SJWrVqFv7+/6/UNCanvPm6329m/fz9r167l3XffZfHixURFRTFv3jzNpoVQ3+AsKLB9DM6Aes7o7ens7w1Co5QR7IKckkaOFAgEgq5F18onEggEgjamoKAAoF40Wq/XI8sysiwTFxfHX/7yF5566ilGjx7N+fPneeWVV9ixYwdQ+8HXarXSo0cPPvroIw4ePMj48eM75oY0kpz/ElaHWzQYdT0YE669N3BrOVqyl6zqNNdYQmoT5/BTpamcKFVGc+dpbM2lFefvlPP3qSX8mJ1GsSo9fFJMokfXV6eHj4mJJcDsmeu3uv56dKvqr9UGZ82nh+/cuROA3/72t/j7+2O32xWvr7NNl7NeWa/XM27cOF544QXuu+8+HA4H7733HuXljwBEPQAAExFJREFU5R4J1BK1wG6n+msAh12VIt7FTM5CowIV40JRgy0QCLoJXeuvsUAgELQxTqOp9PRah+W69ZnONF7nh/XbbruNNWvWMGjQIE6ePMnChQs5fPiwq7+x3W4HYMSIEe18F/+/vXsPrro+8zj+fnIlXEMSSEggXKwCq4hWWBTbCmUFe9O02mmZWipFdqrt1DrdsVvFdVmn7XbqstYOsA6Wdri4q8VRV1vLRQOKCFJG6NBg1ga5JSQQCJeEkJNzznf/OCeXc5KQcPLLOeT085rJnPl9z+3J8OPk95zv832+salp3MvB8xsjxm7IWURWWk5c4wi6YIe111Ozb6FgwBjP3+vVyq0Rx58cPoniQaM8f5/O9KQsvEV09/C5vSgP33Yoev11bOXhzYEA+44djxib5uH664lF3XeUPnkylJQXFBQAkeuQzazLDuEjRozg0UcfZcKECZSWlnLs2DFikagtugCCUV/OpPSzGezc6Bnsas1gi0hyUIItItLOtddeC8C6detYu3Zta5LcXksjM4CZM2eyceNGbrrpJqqqqli/fn3r42Jd15kIQedn14n/iBgbnvEJJmXfHfdY/nxmJzUX2xIew7g93/s4apvq2F77QcTYXTFszdX+HLnUjHTL43bv3s0TTzxBaWkpde1KtbviDwbZeNSb8vAmv5/3jh2JGIt1/fWB4ydpbG7rRD5i8ECKc2LvMl/eYQb70gm2z+dj/PjxpKam8sorrwA9L5Nubm6muLgY5xy1tbWdlpP3xNmoDuLZw+JYIh7VRdxS+neCfVol4iKSJJRgi4i0c+eddzJ//nwA1q5dy/79+4GOW+K0XMgHAgHGjBnDt7/9bQB+97vfte553J98eOYl6nwVEWMzRv6QFItvq47OZq9vzL6V/AGjPX+v16reIeDa/l1HZ+XzyeHdJ67RSXT7L1JazotgMNhlsv3QQw/x5JNPsnjx4tZlBZfyXvVh6praErlhGQOYWRBbefjuqkoa223PlT9oMJNyL91IrCt/6mR7rljXATf7A1RUn4oYm1h06RLxjIwM5s+fTyAQYNmyZezYsYOLF9vK6IPBIIFAoMP/3WAwSHp6Og0NDVRWVjJkyBDy8/NjivvsucQl2MHoLuL9bAZ7WN6QiLL282cu0NTou8QzRET6ByXYIiJRvv71r5OVlcWWLVu4//772b9/f2uJafTFektyVVJSwtixYzl69Ci1tbVxj7k3Gv2n2BvV2GzCkHnkZ8W/tP2DM+9yoqmq9dgwbi/wfvb6YqCJPx7fETFWUjSLFOv+z6KZUV5ezuuvv84jjzzCM888w5o1a9iwYQNlZWVAqMqh/VpgoHXLqJqaGgAOHjzYo+UD0d3D5465mowYqyO2Ra2//kyM23MB7Dns3frriupT+Nt1xc7PHszwwd2vZ77jjjuYO3cuH330EbNmzWLJkiXs2LEDv99PSkoKqampHcrDU1JSaGhoYMmSJfh8PmbNmhVz3B2bnMVvDXYH/Su/JjU1pUMncTU6E5FkoC7iIiJRvvSlL/Hyyy9z3333sWfPHqZNm8Zzzz3HvffeG3Gx3tJ12O/3k5OT0zoTlpWVwIvsGIQamzW0HqenDGJa3vfiHkfABdhcvSFi7Kbhn2FEZqHn77Wl5n3q/W3J0ZC0gczOn97t8+rq6li9ejVPPfVUa6IMoeR55MiR5ObmMnnyZObNm8e8efMoKoqc1R0wYAAVFRXs3r2bbdu2UVx86e7d/mDQs+7h4N36a+dchwZnveogHlUe3pP11wB5eXn84he/ICMjg61bt7Js2TJWrlzJ+PHjmTJlClOmTGHy5MmMGjWKYDBIVVUVe/fuZffu3WzevJkJEyawePHimOOOLhGPZ4LdYQa7n5WIA+QVZEesvT5VfZbCcT37txcRuVIpwRYR6cTcuXNZvXo1P/nJT3j33XdZsGABmzdv5qc//SmFhYWtDar8fj9paWm89dZb7N+/n2uvvZahQ4d2/wZXiOoLH3TS2Ox+stJy4x7LntNvU+urbj1OIbVP1l4HXZD/jdqa63OjbmVAaka3z3388cdZtWoVzc3NTJo0ialTp1JVVcVf/vIX6uvrOXnyJPv37+eNN97gxhtv5O677+auu+5i7NixrSXL6enpTJ8+nenTu0/od9Uc4XS78vChGZncOmrcZf/OAJXnz/HXutOtx6lmfKqbBL8rB2tPc6axrRx7cGYGE/NjKzWHzhqcdd9BvMWUKVNYtWoVK1asYM2aNRw+fJiysjLKysp44YUXIh47dOhQzp0LdasuLi5myZIlfPGLX4w57rPnEtdFvMMShH5WIg6QWxC5Drv2+JkERSIi4h0l2CIiXZg3bx55eXksX76ctWvXsnbtWrZu3cqDDz7I1KlTmT17Ng0NDVRUVLBw4UIAHn74YUaO7HlykEhB52fXyacixhLV2Mwf9LP5xEsRY9NzbiM3M7a1sZfyp9MHqGxsS+hSLYUvFH662+ft27ePFStWkJuby9NPP82Xv/xlzIysrCxqa2vZvn0727dv5/3336esrIx33nmH8vJyDhw4wJIlSygqKopYahBdutyZ16O6h9/em/LwqNnrG0cVMjRzQEyvtedIVcTxDaNHkdqD36crl9vgrD3nHPn5+SxdupSlS5eyc+dO3nvvPcrLyzly5Ag1NTWcOHGCyspK/H4/c+bM4ZZbbuGee+7h+uuvjzlm6LgGO577YEfrf+k15I3KjjhWgi0iyUAJtohIF8yMadOm8fOf/5xp06axcuVKysrK+PGPf0xubi6ZmZlkZWVx/PhxLly4wIIFC1qbnfUHB868yBlfZNKViMZmAO+fLqXO15ZkpVoqc/K/0ifv9UplacTxp0d8krzM7C4e3Wb16tVA6EuUb3zjG0DbXst5eXmUlJRQUlLCoUOHePPNN3n++ecpLS3l2Wef5bXXXmPdunWt6317klz7g0E2RXUP/0IvysPfPnwo4jjW8nDouP66N+XhzrmOCXYPS8ShY+fwm2++mRkzZuDz+bhw4QINDQ0EAgGGDRtGU1MTgUCAwkJvlh10KBGP4ww2PdtC/Yo2ojCye7sSbBFJBmpyJiLSjZEjR/LAAw+wZcsWHnvsMa655hoGDhxIVVUVFRUVFBUV8dhjj7F8+fJEh9pjDf6T7D3164ixq4Z8PiGNzZqDPt488XLE2IycfyAnw/u1mB/XV7LvTGTSWtLDrbl27twJwN13h2b4A4FA617LLYk2wLhx41i0aBGbNm1i/fr1XHfddVRVVfGzn/2sdd/mnthVc4RTF9utE0/P5FOjYkuKfYEA7x49HDF229hxMb0W0GH9dW8anFWePkf9xbbu0YMHZFDYi+2+IJR0Z2ZmMnz4cEaPHs3YsWPJzs4mPz+fwsLCS26ndjnOnY9MsIcOSVz/hVib1SVS9Az2ySol2CLS/2kGW0SkB1JSUigoKODJJ59k0aJFNDQ08PHHH1NcXMzo0aPJyclJdIiX5dD5N/G7tuQgI2UIN+U9mJBYys/v42xz2xZNaZbOnPySPnmvzTW7Io6vG3YVVw/pfh3y+fPnyc/PJz09nfLyciZOnBiR0LSsyYfQjKxzjtTUVObPn8+IESNYuHAhmzdvZsOGDTzwwAM9ivUPh8sjjucWx14evqeqkobm5tbjvIED+bsRsS1lqDlXz7Ez51qP01NSuL6oIKbXAig/FvmlwzVFI/q8YZcXyWhTUzNNTW1bnqWlpTBwYPfr+KVNXmFUiXi1EmwR6f/Mq29x/1aY2amsrKycyZMnJzoUEbmCtHQU70+agw00+GsIuGYGpeUzILX7Mum+4gs2ca65jovBRganDSU7ve+arNX7L3DGd56LQR+jBuQxKK1ns46HDh3i9OnT5OTkMG7cuMt6z+rqaqqqqsjNzaW4uLhH50rABTnna+Ks7yL1zT7GDslmSHrmZb1vi6Bz1Pt81PuaOO/zMTg9g6IYm/EFnaO+yccFXzMXfD5SzBiXO7z7J3ahORCgvtHHxWY/F5ubGZSZwchhg2N+vXgJOkddXQOBQJBAwAGOUQXx+z/UeMHH+XZrwLOyMhgSzxJ1D/ibA1QfPUV6eiqp6alkZKYzdPigRIclIsKBAwdobGw87Zy77AsSJdiXycw+BoYChxIcildaFvR9eMlHifSOzjOJB51nEg86zyQedJ5JvOhc69w44Jxz7rLXZinB/htnZnsAnHM3JToWSV46zyQedJ5JPOg8k3jQeSbxonPNe2pyJiIiIiIiIuIBJdgiIiIiIiIiHlCCLSIiIiIiIuIBJdgiIiIiIiIiHlCCLSIiIiIiIuIBdREXERERERER8YBmsEVEREREREQ8oARbRERERERExANKsEVEREREREQ8oARbRERERERExANKsEVEREREREQ8oARbRERERERExANKsEVEREREREQ8oARbWpnZGDNbYWa7zKzazJrMrMrM3jGzhWaWnugYpf8zs6vN7Edm9paZHTUzn5nVmNmrZjY70fFJcjCzdDN7yMx+Y2Z7w+eZM7P7Ex2b9E9mNtrMVof/LjaZ2SEze9rMhic6NkkOZnaPmf0qfN11LvyZtS7RcUlyMbNcM7vfzF42s7+aWaOZnTWz7Wa2yMyUH/aSOecSHYNcIcxsFvAqsAs4CJwGcoHPAWOArcDtzjl/gkKUJGBm/wN8DSgDthM6zyYCdwKpwEPOuWcSF6EkAzPLBurChzWAj9Dn2GLn3HMJC0z6JTO7CtgBjCT0d/JD4O+B2UA5cKtz7lTiIpRkYGZ7galAPXAMmASsd87dm9DAJKmY2XeAlcBxoBQ4AuQDXwGGAS8BX3VKEmOmBFtamVkG4HfOBaPG04FNwCzga865FxMQniQJM7sP2Oec+yBq/DZgM+CAcc654wkIT5JE+PNsDrDXOXfczP4VeAIl2BIDM9sIzAW+75z7VbvxZcDDwLPOue8kKj5JDuEqrmPAX4HbCCU/SrDFU2b2WWAQ8Pv21/xmVgC8T+jL6Huccy8lKMR+TyUA0so554tOrsPjzcAr4cOr4xuVJBvn3G+jk+vw+DZCVRIZwMx4xyXJJfx59oa+qJHeMrMJhJLrQ8DyqLufABqAb5rZoDiHJknGOVfqnPtIM4fSl5xzbznnXou+5nfOVQP/FT6cFffAkogSbOmWmaUCnw8f/jmRsUjSaw7fahmCiFwpPhu+3dTJBel54F1gIHBzvAMTEfGYrsM8kJboAOTKY2Z5wPcAA0YAtwOfAJ4HXk9gaJLEzGwsoZLeC8DbCQ5HRKTFxPDt/3Vx/0eEZrivAd6MS0QiIh4zszRgQfjwj4mMpb9Tgi2dySNU9tbCAU8Bj6psSfqCmWUC64FM4BHnXF03TxERiZdh4duzXdzfMp4dh1hERPrKvwPXAX9wzm1MdDD9mUrEk0x42xB3GT8dtn9wzn3onDNCX8CMJdTA5R+Bt80sJ86/klyBvDjP2r1WKrAWuBV4gdCXOSKenmcifcjCt/oCWkT6JTP7PvBDQjskfDPB4fR7msFOPhXAxct4fFVXdzjnAoRa9//SzGqA/wb+jVD5uPxt8+Q8CyfX64CvAi8C96pKQtrx7PNMpBdaZqiHdXH/0KjHiYj0G2b2XeCXhLZPneOcO53gkPo9JdhJxjk3p49e+o3w7aw+en3pR7w4z8JrfZ4nlFw/DywIf6kjAvTp55nI5SgP317Txf0tu2t0tUZbROSKZGY/AP4T2E8ouT6R4JCSgkrEpaeKwrfqKii9Ft6jeAOh5HoN8E0l1yJyhSoN3841s4jrJjMbQmh5SyOwM96BiYjEysx+RCi53gvMVnLtHSXY0srMZpjZwE7GBxMqHQH4fXyjkmQTbmj2MnAX8GtgYWf7r4uIXAmccxXAJmAc8N2ou5cCg4A1zrmGOIcmIhITM3ucUFOzPYRmrmsTHFJSMS13lBZm9gqhEvBthNZeXwDGAJ8j1B11BzDPOVefqBil/zOz3wD3AbXACjpvDLTVObc1jmFJEjKzfwYmhQ9vAKYS+hz7KDy23Tn3XCJik/7FzK4idO6MBF4FDgAzgNmESsNnOudOJS5CSQZmVgKUhA8LgHnAQeCd8Fitc+6fEhGbJA8z+xbwWyAA/IrO+0cccs79No5hJRWtwZb2VgENwHRCifZAoI7Qt1svAqudcyoRl94aH77NA/7lEo/b2vehSJK7A7gtamxm+KeFEmzplnOuwsymEWr0eQfweeA48AywVE2BxCM3AN+KGpsQ/gE4DCjBlt5quQ5LBX7QxWO2EUrCJQaawRYRERERERHxgNZgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHhACbaIiIiIiIiIB5Rgi4iIiIiIiHjg/wG0CLlADaRCowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 492
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "labs = plt.contour(*D[1:], p, linewidths=2, levels=levels)\n",
    "plt.clabel(labs, fontsize=12, colors=\"black\")\n",
    "\n",
    "plt.scatter(*X.T, c=colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 267,
       "width": 488
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(L_hist, marker=\"o\")\n",
    "plt.title(r\"Lower bound $\\mathcal{L}(\\xi)$\", fontsize=16);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
